added dataset split experiments
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cars/50.25.25/base/README.md
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cars/50.25.25/base/README.md
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Top-1 accuracy
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7.91%
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Top-5 accuracy
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20.9%
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last val loss:
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5.59
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last val accuracy:
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8.41
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4420
cars/50.25.25/base/caffe_output.log
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4420
cars/50.25.25/base/caffe_output.log
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Load Diff
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cars/50.25.25/base/conf.csv
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cars/50.25.25/base/conf.csv
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341
cars/50.25.25/base/deploy.prototxt
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cars/50.25.25/base/deploy.prototxt
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input: "data"
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input_shape {
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dim: 1
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dim: 3
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dim: 227
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dim: 227
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}
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layer {
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name: "conv1"
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type: "Convolution"
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bottom: "data"
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top: "conv1"
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param {
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lr_mult: 1.0
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decay_mult: 1.0
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}
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param {
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lr_mult: 2.0
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decay_mult: 0.0
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}
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convolution_param {
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num_output: 96
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kernel_size: 11
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stride: 4
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weight_filler {
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type: "gaussian"
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std: 0.0099999998
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}
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bias_filler {
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type: "constant"
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value: 0.0
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}
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}
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}
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layer {
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name: "relu1"
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type: "ReLU"
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bottom: "conv1"
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top: "conv1"
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}
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layer {
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name: "norm1"
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type: "LRN"
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bottom: "conv1"
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top: "norm1"
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lrn_param {
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local_size: 5
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alpha: 9.9999997e-05
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beta: 0.75
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}
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}
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layer {
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name: "pool1"
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type: "Pooling"
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bottom: "norm1"
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top: "pool1"
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pooling_param {
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pool: MAX
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kernel_size: 3
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stride: 2
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}
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}
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layer {
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name: "conv2"
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type: "Convolution"
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bottom: "pool1"
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top: "conv2"
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param {
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lr_mult: 1.0
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decay_mult: 1.0
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}
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param {
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lr_mult: 2.0
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decay_mult: 0.0
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}
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convolution_param {
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num_output: 256
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pad: 2
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kernel_size: 5
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group: 2
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weight_filler {
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type: "gaussian"
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std: 0.0099999998
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}
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bias_filler {
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type: "constant"
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value: 0.1
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}
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}
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}
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layer {
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name: "relu2"
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type: "ReLU"
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bottom: "conv2"
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top: "conv2"
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}
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layer {
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name: "norm2"
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type: "LRN"
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bottom: "conv2"
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top: "norm2"
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lrn_param {
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local_size: 5
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alpha: 9.9999997e-05
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beta: 0.75
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}
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}
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layer {
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name: "pool2"
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type: "Pooling"
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bottom: "norm2"
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top: "pool2"
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pooling_param {
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pool: MAX
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kernel_size: 3
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stride: 2
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}
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}
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layer {
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name: "conv3"
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type: "Convolution"
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bottom: "pool2"
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top: "conv3"
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param {
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lr_mult: 1.0
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decay_mult: 1.0
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}
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param {
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lr_mult: 2.0
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decay_mult: 0.0
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}
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convolution_param {
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num_output: 384
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pad: 1
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kernel_size: 3
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weight_filler {
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type: "gaussian"
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std: 0.0099999998
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}
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bias_filler {
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type: "constant"
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value: 0.0
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}
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}
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}
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layer {
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name: "relu3"
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type: "ReLU"
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bottom: "conv3"
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top: "conv3"
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}
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layer {
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name: "conv4"
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type: "Convolution"
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bottom: "conv3"
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top: "conv4"
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param {
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lr_mult: 1.0
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decay_mult: 1.0
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}
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param {
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lr_mult: 2.0
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decay_mult: 0.0
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}
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convolution_param {
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num_output: 384
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pad: 1
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kernel_size: 3
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group: 2
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weight_filler {
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type: "gaussian"
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std: 0.0099999998
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}
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bias_filler {
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type: "constant"
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value: 0.1
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}
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}
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}
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layer {
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name: "relu4"
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type: "ReLU"
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bottom: "conv4"
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top: "conv4"
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}
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layer {
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name: "conv5"
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type: "Convolution"
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bottom: "conv4"
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top: "conv5"
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param {
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lr_mult: 1.0
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decay_mult: 1.0
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}
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param {
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lr_mult: 2.0
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decay_mult: 0.0
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}
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convolution_param {
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num_output: 256
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pad: 1
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kernel_size: 3
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group: 2
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weight_filler {
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type: "gaussian"
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std: 0.0099999998
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}
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bias_filler {
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type: "constant"
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value: 0.1
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}
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}
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}
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layer {
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name: "relu5"
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type: "ReLU"
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bottom: "conv5"
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top: "conv5"
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}
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layer {
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name: "pool5"
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type: "Pooling"
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bottom: "conv5"
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top: "pool5"
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pooling_param {
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pool: MAX
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kernel_size: 3
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stride: 2
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}
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}
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layer {
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name: "fc6"
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type: "InnerProduct"
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bottom: "pool5"
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top: "fc6"
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param {
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lr_mult: 1.0
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decay_mult: 1.0
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}
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param {
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lr_mult: 2.0
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decay_mult: 0.0
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}
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inner_product_param {
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num_output: 4096
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weight_filler {
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type: "gaussian"
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std: 0.0049999999
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}
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bias_filler {
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type: "constant"
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value: 0.1
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}
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}
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}
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layer {
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name: "relu6"
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type: "ReLU"
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bottom: "fc6"
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top: "fc6"
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}
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layer {
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name: "drop6"
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type: "Dropout"
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bottom: "fc6"
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top: "fc6"
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dropout_param {
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dropout_ratio: 0.5
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}
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}
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layer {
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name: "fc7"
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type: "InnerProduct"
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bottom: "fc6"
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top: "fc7"
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param {
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lr_mult: 1.0
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decay_mult: 1.0
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}
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param {
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lr_mult: 2.0
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decay_mult: 0.0
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}
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inner_product_param {
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num_output: 4096
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weight_filler {
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type: "gaussian"
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std: 0.0049999999
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}
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bias_filler {
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type: "constant"
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value: 0.1
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}
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}
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}
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layer {
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name: "relu7"
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type: "ReLU"
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bottom: "fc7"
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top: "fc7"
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}
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layer {
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name: "drop7"
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type: "Dropout"
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bottom: "fc7"
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top: "fc7"
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dropout_param {
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dropout_ratio: 0.5
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}
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}
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layer {
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name: "fc8"
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type: "InnerProduct"
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bottom: "fc7"
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top: "fc8"
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param {
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lr_mult: 1.0
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decay_mult: 1.0
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}
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param {
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lr_mult: 2.0
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decay_mult: 0.0
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}
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inner_product_param {
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num_output: 196
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weight_filler {
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type: "gaussian"
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std: 0.0099999998
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}
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bias_filler {
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type: "constant"
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value: 0.0
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}
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}
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}
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layer {
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name: "softmax"
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type: "Softmax"
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bottom: "fc8"
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top: "softmax"
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}
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cars/50.25.25/base/large.png
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cars/50.25.25/base/large.png
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After Width: | Height: | Size: 252 KiB |
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cars/50.25.25/base/original.prototxt
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cars/50.25.25/base/original.prototxt
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name: "AlexNet"
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layer {
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name: "train-data"
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type: "Data"
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top: "data"
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top: "label"
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include {
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stage: "train"
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}
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transform_param {
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mirror: true
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crop_size: 227
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}
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data_param {
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batch_size: 128
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}
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}
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layer {
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name: "val-data"
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type: "Data"
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top: "data"
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top: "label"
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include {
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stage: "val"
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}
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transform_param {
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crop_size: 227
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}
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data_param {
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batch_size: 32
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}
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}
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layer {
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name: "conv1"
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type: "Convolution"
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bottom: "data"
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top: "conv1"
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param {
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lr_mult: 1.0
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decay_mult: 1.0
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}
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param {
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lr_mult: 2.0
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decay_mult: 0.0
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}
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convolution_param {
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num_output: 96
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kernel_size: 11
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stride: 4
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weight_filler {
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type: "gaussian"
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std: 0.0099999998
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}
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bias_filler {
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type: "constant"
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value: 0.0
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}
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}
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}
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layer {
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name: "relu1"
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type: "ReLU"
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bottom: "conv1"
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top: "conv1"
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}
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layer {
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name: "norm1"
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type: "LRN"
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bottom: "conv1"
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top: "norm1"
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lrn_param {
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local_size: 5
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alpha: 9.9999997e-05
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beta: 0.75
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}
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}
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layer {
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name: "pool1"
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type: "Pooling"
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bottom: "norm1"
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top: "pool1"
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pooling_param {
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pool: MAX
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kernel_size: 3
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stride: 2
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}
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}
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layer {
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name: "conv2"
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type: "Convolution"
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bottom: "pool1"
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top: "conv2"
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param {
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lr_mult: 1.0
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decay_mult: 1.0
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}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "accuracy"
|
||||||
|
type: "Accuracy"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "accuracy"
|
||||||
|
include {
|
||||||
|
stage: "val"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "loss"
|
||||||
|
type: "SoftmaxWithLoss"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "loss"
|
||||||
|
exclude {
|
||||||
|
stage: "deploy"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "softmax"
|
||||||
|
type: "Softmax"
|
||||||
|
bottom: "fc8"
|
||||||
|
top: "softmax"
|
||||||
|
include {
|
||||||
|
stage: "deploy"
|
||||||
|
}
|
||||||
|
}
|
||||||
4047
cars/50.25.25/base/pred.csv
Normal file
4047
cars/50.25.25/base/pred.csv
Normal file
File diff suppressed because it is too large
Load Diff
BIN
cars/50.25.25/base/small.png
Normal file
BIN
cars/50.25.25/base/small.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 203 KiB |
13
cars/50.25.25/base/solver.prototxt
Normal file
13
cars/50.25.25/base/solver.prototxt
Normal file
@ -0,0 +1,13 @@
|
|||||||
|
test_iter: 127
|
||||||
|
test_interval: 64
|
||||||
|
base_lr: 0.001
|
||||||
|
display: 8
|
||||||
|
max_iter: 6400
|
||||||
|
lr_policy: "fixed"
|
||||||
|
momentum: 0.89999998
|
||||||
|
weight_decay: 1.0000001e-05
|
||||||
|
snapshot: 64
|
||||||
|
snapshot_prefix: "snapshot"
|
||||||
|
solver_mode: GPU
|
||||||
|
net: "train_val.prototxt"
|
||||||
|
solver_type: SGD
|
||||||
382
cars/50.25.25/base/train_val.prototxt
Normal file
382
cars/50.25.25/base/train_val.prototxt
Normal file
@ -0,0 +1,382 @@
|
|||||||
|
layer {
|
||||||
|
name: "train-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
phase: TRAIN
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
mirror: true
|
||||||
|
crop_size: 227
|
||||||
|
mean_file: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115855-7678/mean.binaryproto"
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
source: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115855-7678/train_db"
|
||||||
|
batch_size: 128
|
||||||
|
backend: LMDB
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "val-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
phase: TEST
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
crop_size: 227
|
||||||
|
mean_file: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115855-7678/mean.binaryproto"
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
source: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115855-7678/val_db"
|
||||||
|
batch_size: 32
|
||||||
|
backend: LMDB
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 196
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "accuracy"
|
||||||
|
type: "Accuracy"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "accuracy"
|
||||||
|
include {
|
||||||
|
phase: TEST
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "loss"
|
||||||
|
type: "SoftmaxWithLoss"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "loss"
|
||||||
|
}
|
||||||
4047
cars/50.25.25/test.txt
Normal file
4047
cars/50.25.25/test.txt
Normal file
File diff suppressed because it is too large
Load Diff
8092
cars/50.25.25/train.txt
Normal file
8092
cars/50.25.25/train.txt
Normal file
File diff suppressed because it is too large
Load Diff
4046
cars/50.25.25/val.txt
Normal file
4046
cars/50.25.25/val.txt
Normal file
File diff suppressed because it is too large
Load Diff
12
cars/50.5.45/base/README.md
Normal file
12
cars/50.5.45/base/README.md
Normal file
@ -0,0 +1,12 @@
|
|||||||
|
Top-1 accuracy
|
||||||
|
8.14%
|
||||||
|
|
||||||
|
|
||||||
|
Top-5 accuracys
|
||||||
|
20.7%
|
||||||
|
|
||||||
|
last val loss:
|
||||||
|
5.77
|
||||||
|
|
||||||
|
last val accuracy:
|
||||||
|
8.29
|
||||||
4412
cars/50.5.45/base/caffe_output.log
Normal file
4412
cars/50.5.45/base/caffe_output.log
Normal file
File diff suppressed because it is too large
Load Diff
197
cars/50.5.45/base/conf.csv
Normal file
197
cars/50.5.45/base/conf.csv
Normal file
File diff suppressed because one or more lines are too long
341
cars/50.5.45/base/deploy.prototxt
Normal file
341
cars/50.5.45/base/deploy.prototxt
Normal file
@ -0,0 +1,341 @@
|
|||||||
|
input: "data"
|
||||||
|
input_shape {
|
||||||
|
dim: 1
|
||||||
|
dim: 3
|
||||||
|
dim: 227
|
||||||
|
dim: 227
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 196
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "softmax"
|
||||||
|
type: "Softmax"
|
||||||
|
bottom: "fc8"
|
||||||
|
top: "softmax"
|
||||||
|
}
|
||||||
BIN
cars/50.5.45/base/large.png
Normal file
BIN
cars/50.5.45/base/large.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 260 KiB |
388
cars/50.5.45/base/original.prototxt
Normal file
388
cars/50.5.45/base/original.prototxt
Normal file
@ -0,0 +1,388 @@
|
|||||||
|
name: "AlexNet"
|
||||||
|
layer {
|
||||||
|
name: "train-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
stage: "train"
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
mirror: true
|
||||||
|
crop_size: 227
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
batch_size: 128
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "val-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
stage: "val"
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
crop_size: 227
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
batch_size: 32
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "accuracy"
|
||||||
|
type: "Accuracy"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "accuracy"
|
||||||
|
include {
|
||||||
|
stage: "val"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "loss"
|
||||||
|
type: "SoftmaxWithLoss"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "loss"
|
||||||
|
exclude {
|
||||||
|
stage: "deploy"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "softmax"
|
||||||
|
type: "Softmax"
|
||||||
|
bottom: "fc8"
|
||||||
|
top: "softmax"
|
||||||
|
include {
|
||||||
|
stage: "deploy"
|
||||||
|
}
|
||||||
|
}
|
||||||
7284
cars/50.5.45/base/pred.csv
Normal file
7284
cars/50.5.45/base/pred.csv
Normal file
File diff suppressed because it is too large
Load Diff
BIN
cars/50.5.45/base/small.png
Normal file
BIN
cars/50.5.45/base/small.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 208 KiB |
13
cars/50.5.45/base/solver.prototxt
Normal file
13
cars/50.5.45/base/solver.prototxt
Normal file
@ -0,0 +1,13 @@
|
|||||||
|
test_iter: 26
|
||||||
|
test_interval: 64
|
||||||
|
base_lr: 0.001
|
||||||
|
display: 8
|
||||||
|
max_iter: 6400
|
||||||
|
lr_policy: "fixed"
|
||||||
|
momentum: 0.89999998
|
||||||
|
weight_decay: 1.0000001e-05
|
||||||
|
snapshot: 64
|
||||||
|
snapshot_prefix: "snapshot"
|
||||||
|
solver_mode: GPU
|
||||||
|
net: "train_val.prototxt"
|
||||||
|
solver_type: SGD
|
||||||
382
cars/50.5.45/base/train_val.prototxt
Normal file
382
cars/50.5.45/base/train_val.prototxt
Normal file
@ -0,0 +1,382 @@
|
|||||||
|
layer {
|
||||||
|
name: "train-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
phase: TRAIN
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
mirror: true
|
||||||
|
crop_size: 227
|
||||||
|
mean_file: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115942-8d19/mean.binaryproto"
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
source: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115942-8d19/train_db"
|
||||||
|
batch_size: 128
|
||||||
|
backend: LMDB
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "val-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
phase: TEST
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
crop_size: 227
|
||||||
|
mean_file: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115942-8d19/mean.binaryproto"
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
source: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115942-8d19/val_db"
|
||||||
|
batch_size: 32
|
||||||
|
backend: LMDB
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 196
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "accuracy"
|
||||||
|
type: "Accuracy"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "accuracy"
|
||||||
|
include {
|
||||||
|
phase: TEST
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "loss"
|
||||||
|
type: "SoftmaxWithLoss"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "loss"
|
||||||
|
}
|
||||||
7284
cars/50.5.45/test.txt
Normal file
7284
cars/50.5.45/test.txt
Normal file
File diff suppressed because it is too large
Load Diff
8092
cars/50.5.45/train.txt
Normal file
8092
cars/50.5.45/train.txt
Normal file
File diff suppressed because it is too large
Load Diff
809
cars/50.5.45/val.txt
Normal file
809
cars/50.5.45/val.txt
Normal file
@ -0,0 +1,809 @@
|
|||||||
|
/scratch/Teaching/cars/car_ims/000925.jpg 11
|
||||||
|
/scratch/Teaching/cars/car_ims/012927.jpg 156
|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/004988.jpg 61
|
||||||
|
/scratch/Teaching/cars/car_ims/012560.jpg 152
|
||||||
|
/scratch/Teaching/cars/car_ims/004410.jpg 54
|
||||||
|
/scratch/Teaching/cars/car_ims/000425.jpg 5
|
||||||
|
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|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/001025.jpg 12
|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/005500.jpg 67
|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/000532.jpg 6
|
||||||
|
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|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/015664.jpg 189
|
||||||
|
/scratch/Teaching/cars/car_ims/002307.jpg 28
|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/006829.jpg 83
|
||||||
|
/scratch/Teaching/cars/car_ims/015031.jpg 182
|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/002343.jpg 28
|
||||||
|
/scratch/Teaching/cars/car_ims/013840.jpg 167
|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/008693.jpg 106
|
||||||
|
/scratch/Teaching/cars/car_ims/015861.jpg 192
|
||||||
|
/scratch/Teaching/cars/car_ims/006059.jpg 74
|
||||||
|
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|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/014191.jpg 172
|
||||||
|
/scratch/Teaching/cars/car_ims/002794.jpg 34
|
||||||
|
/scratch/Teaching/cars/car_ims/002419.jpg 29
|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/012280.jpg 148
|
||||||
|
/scratch/Teaching/cars/car_ims/004268.jpg 52
|
||||||
|
/scratch/Teaching/cars/car_ims/000638.jpg 7
|
||||||
|
/scratch/Teaching/cars/car_ims/004500.jpg 55
|
||||||
|
/scratch/Teaching/cars/car_ims/014296.jpg 173
|
||||||
|
/scratch/Teaching/cars/car_ims/011276.jpg 136
|
||||||
|
/scratch/Teaching/cars/car_ims/005128.jpg 62
|
||||||
|
/scratch/Teaching/cars/car_ims/012387.jpg 150
|
||||||
|
/scratch/Teaching/cars/car_ims/008585.jpg 104
|
||||||
|
/scratch/Teaching/cars/car_ims/011740.jpg 142
|
||||||
|
/scratch/Teaching/cars/car_ims/015995.jpg 193
|
||||||
|
/scratch/Teaching/cars/car_ims/015536.jpg 188
|
||||||
|
/scratch/Teaching/cars/car_ims/012729.jpg 154
|
||||||
|
/scratch/Teaching/cars/car_ims/005191.jpg 64
|
||||||
|
/scratch/Teaching/cars/car_ims/007630.jpg 93
|
||||||
|
/scratch/Teaching/cars/car_ims/011814.jpg 143
|
||||||
|
/scratch/Teaching/cars/car_ims/002560.jpg 31
|
||||||
|
/scratch/Teaching/cars/car_ims/015285.jpg 185
|
||||||
|
/scratch/Teaching/cars/car_ims/015059.jpg 182
|
||||||
|
/scratch/Teaching/cars/car_ims/005823.jpg 71
|
||||||
|
/scratch/Teaching/cars/car_ims/002690.jpg 32
|
||||||
|
/scratch/Teaching/cars/car_ims/000724.jpg 8
|
||||||
|
/scratch/Teaching/cars/car_ims/005224.jpg 64
|
||||||
|
/scratch/Teaching/cars/car_ims/010670.jpg 128
|
||||||
|
/scratch/Teaching/cars/car_ims/015884.jpg 192
|
||||||
|
/scratch/Teaching/cars/car_ims/004932.jpg 60
|
||||||
|
/scratch/Teaching/cars/car_ims/004176.jpg 51
|
||||||
|
/scratch/Teaching/cars/car_ims/006115.jpg 75
|
||||||
|
/scratch/Teaching/cars/car_ims/011540.jpg 139
|
||||||
|
/scratch/Teaching/cars/car_ims/014941.jpg 181
|
||||||
|
/scratch/Teaching/cars/car_ims/009061.jpg 110
|
||||||
|
/scratch/Teaching/cars/car_ims/003366.jpg 41
|
||||||
|
/scratch/Teaching/cars/car_ims/004663.jpg 57
|
||||||
|
/scratch/Teaching/cars/car_ims/015300.jpg 185
|
||||||
|
/scratch/Teaching/cars/car_ims/013510.jpg 164
|
||||||
|
/scratch/Teaching/cars/car_ims/011461.jpg 139
|
||||||
|
/scratch/Teaching/cars/car_ims/011939.jpg 145
|
||||||
|
/scratch/Teaching/cars/car_ims/010165.jpg 122
|
||||||
|
/scratch/Teaching/cars/car_ims/008726.jpg 106
|
||||||
|
/scratch/Teaching/cars/car_ims/005673.jpg 69
|
||||||
|
/scratch/Teaching/cars/car_ims/011802.jpg 143
|
||||||
|
/scratch/Teaching/cars/car_ims/002306.jpg 28
|
||||||
|
/scratch/Teaching/cars/car_ims/007737.jpg 94
|
||||||
|
/scratch/Teaching/cars/car_ims/006916.jpg 84
|
||||||
|
/scratch/Teaching/cars/car_ims/003284.jpg 40
|
||||||
|
/scratch/Teaching/cars/car_ims/011367.jpg 137
|
||||||
|
/scratch/Teaching/cars/car_ims/001480.jpg 18
|
||||||
|
/scratch/Teaching/cars/car_ims/008063.jpg 98
|
||||||
|
/scratch/Teaching/cars/car_ims/004821.jpg 59
|
||||||
|
/scratch/Teaching/cars/car_ims/015789.jpg 191
|
||||||
|
/scratch/Teaching/cars/car_ims/004635.jpg 57
|
||||||
|
/scratch/Teaching/cars/car_ims/010607.jpg 128
|
||||||
|
/scratch/Teaching/cars/car_ims/007349.jpg 89
|
||||||
|
/scratch/Teaching/cars/car_ims/004628.jpg 56
|
||||||
|
/scratch/Teaching/cars/car_ims/015333.jpg 186
|
||||||
|
/scratch/Teaching/cars/car_ims/010807.jpg 130
|
||||||
|
/scratch/Teaching/cars/car_ims/001077.jpg 13
|
||||||
|
/scratch/Teaching/cars/car_ims/012893.jpg 156
|
||||||
|
/scratch/Teaching/cars/car_ims/014656.jpg 177
|
||||||
|
/scratch/Teaching/cars/car_ims/009031.jpg 110
|
||||||
|
/scratch/Teaching/cars/car_ims/011215.jpg 136
|
||||||
|
/scratch/Teaching/cars/car_ims/009772.jpg 118
|
||||||
|
/scratch/Teaching/cars/car_ims/014365.jpg 174
|
||||||
|
/scratch/Teaching/cars/car_ims/008745.jpg 106
|
||||||
|
/scratch/Teaching/cars/car_ims/004107.jpg 50
|
||||||
|
/scratch/Teaching/cars/car_ims/014809.jpg 179
|
||||||
|
/scratch/Teaching/cars/car_ims/014881.jpg 180
|
||||||
|
/scratch/Teaching/cars/car_ims/007084.jpg 86
|
||||||
|
/scratch/Teaching/cars/car_ims/003683.jpg 45
|
||||||
|
/scratch/Teaching/cars/car_ims/002664.jpg 32
|
||||||
|
/scratch/Teaching/cars/car_ims/014494.jpg 175
|
||||||
|
/scratch/Teaching/cars/car_ims/003436.jpg 42
|
||||||
|
/scratch/Teaching/cars/car_ims/006992.jpg 85
|
||||||
|
/scratch/Teaching/cars/car_ims/000481.jpg 5
|
||||||
|
/scratch/Teaching/cars/car_ims/007274.jpg 88
|
||||||
|
/scratch/Teaching/cars/car_ims/015876.jpg 192
|
||||||
|
/scratch/Teaching/cars/car_ims/009565.jpg 116
|
||||||
|
/scratch/Teaching/cars/car_ims/001744.jpg 21
|
||||||
|
/scratch/Teaching/cars/car_ims/004012.jpg 49
|
||||||
|
/scratch/Teaching/cars/car_ims/004567.jpg 56
|
||||||
|
/scratch/Teaching/cars/car_ims/002841.jpg 34
|
||||||
|
/scratch/Teaching/cars/car_ims/002222.jpg 27
|
||||||
|
/scratch/Teaching/cars/car_ims/008645.jpg 105
|
||||||
|
/scratch/Teaching/cars/car_ims/000996.jpg 12
|
||||||
|
/scratch/Teaching/cars/car_ims/009138.jpg 111
|
||||||
|
/scratch/Teaching/cars/car_ims/002276.jpg 28
|
||||||
|
/scratch/Teaching/cars/car_ims/003151.jpg 38
|
||||||
|
/scratch/Teaching/cars/car_ims/014609.jpg 177
|
||||||
|
/scratch/Teaching/cars/car_ims/009481.jpg 115
|
||||||
|
/scratch/Teaching/cars/car_ims/008074.jpg 98
|
||||||
|
/scratch/Teaching/cars/car_ims/015606.jpg 189
|
||||||
|
/scratch/Teaching/cars/car_ims/003757.jpg 46
|
||||||
|
/scratch/Teaching/cars/car_ims/003985.jpg 49
|
||||||
|
/scratch/Teaching/cars/car_ims/000307.jpg 3
|
||||||
|
/scratch/Teaching/cars/car_ims/001676.jpg 20
|
||||||
|
/scratch/Teaching/cars/car_ims/012973.jpg 157
|
||||||
|
/scratch/Teaching/cars/car_ims/009478.jpg 115
|
||||||
|
/scratch/Teaching/cars/car_ims/005125.jpg 62
|
||||||
|
/scratch/Teaching/cars/car_ims/001781.jpg 21
|
||||||
|
/scratch/Teaching/cars/car_ims/012229.jpg 148
|
||||||
|
/scratch/Teaching/cars/car_ims/015837.jpg 191
|
||||||
|
/scratch/Teaching/cars/car_ims/005719.jpg 70
|
||||||
|
/scratch/Teaching/cars/car_ims/011459.jpg 138
|
||||||
|
/scratch/Teaching/cars/car_ims/004481.jpg 55
|
||||||
|
/scratch/Teaching/cars/car_ims/007059.jpg 86
|
||||||
|
/scratch/Teaching/cars/car_ims/011758.jpg 143
|
||||||
|
/scratch/Teaching/cars/car_ims/015250.jpg 184
|
||||||
|
/scratch/Teaching/cars/car_ims/003866.jpg 47
|
||||||
|
/scratch/Teaching/cars/car_ims/008129.jpg 99
|
||||||
|
/scratch/Teaching/cars/car_ims/009609.jpg 116
|
||||||
|
/scratch/Teaching/cars/car_ims/004654.jpg 57
|
||||||
|
/scratch/Teaching/cars/car_ims/008608.jpg 105
|
||||||
|
/scratch/Teaching/cars/car_ims/003848.jpg 47
|
||||||
|
/scratch/Teaching/cars/car_ims/003613.jpg 44
|
||||||
|
/scratch/Teaching/cars/car_ims/001634.jpg 19
|
||||||
|
/scratch/Teaching/cars/car_ims/014612.jpg 177
|
||||||
|
/scratch/Teaching/cars/car_ims/008660.jpg 105
|
||||||
|
/scratch/Teaching/cars/car_ims/008200.jpg 100
|
||||||
|
/scratch/Teaching/cars/car_ims/000958.jpg 11
|
||||||
|
/scratch/Teaching/cars/car_ims/007937.jpg 96
|
||||||
|
/scratch/Teaching/cars/car_ims/006410.jpg 78
|
||||||
|
/scratch/Teaching/cars/car_ims/013549.jpg 164
|
||||||
|
/scratch/Teaching/cars/car_ims/000757.jpg 9
|
||||||
|
/scratch/Teaching/cars/car_ims/015722.jpg 190
|
||||||
|
/scratch/Teaching/cars/car_ims/012163.jpg 147
|
||||||
|
/scratch/Teaching/cars/car_ims/005883.jpg 72
|
||||||
|
/scratch/Teaching/cars/car_ims/011102.jpg 134
|
||||||
|
/scratch/Teaching/cars/car_ims/007498.jpg 91
|
||||||
|
/scratch/Teaching/cars/car_ims/006545.jpg 80
|
||||||
|
/scratch/Teaching/cars/car_ims/002681.jpg 32
|
||||||
|
/scratch/Teaching/cars/car_ims/005684.jpg 70
|
||||||
|
/scratch/Teaching/cars/car_ims/013692.jpg 166
|
||||||
|
/scratch/Teaching/cars/car_ims/016015.jpg 193
|
||||||
|
/scratch/Teaching/cars/car_ims/004994.jpg 61
|
||||||
|
/scratch/Teaching/cars/car_ims/007420.jpg 90
|
||||||
|
/scratch/Teaching/cars/car_ims/012514.jpg 151
|
||||||
|
/scratch/Teaching/cars/car_ims/002584.jpg 31
|
||||||
|
/scratch/Teaching/cars/car_ims/009145.jpg 111
|
||||||
|
/scratch/Teaching/cars/car_ims/015481.jpg 187
|
||||||
|
/scratch/Teaching/cars/car_ims/015526.jpg 188
|
||||||
|
/scratch/Teaching/cars/car_ims/007745.jpg 94
|
||||||
|
/scratch/Teaching/cars/car_ims/003589.jpg 44
|
||||||
|
/scratch/Teaching/cars/car_ims/005417.jpg 66
|
||||||
|
/scratch/Teaching/cars/car_ims/015759.jpg 190
|
||||||
|
/scratch/Teaching/cars/car_ims/012369.jpg 150
|
||||||
|
/scratch/Teaching/cars/car_ims/005720.jpg 70
|
||||||
|
/scratch/Teaching/cars/car_ims/008136.jpg 99
|
||||||
|
/scratch/Teaching/cars/car_ims/013161.jpg 160
|
||||||
|
/scratch/Teaching/cars/car_ims/008815.jpg 107
|
||||||
|
/scratch/Teaching/cars/car_ims/009841.jpg 119
|
||||||
|
/scratch/Teaching/cars/car_ims/009948.jpg 121
|
||||||
|
/scratch/Teaching/cars/car_ims/015677.jpg 190
|
||||||
|
/scratch/Teaching/cars/car_ims/005036.jpg 61
|
||||||
|
/scratch/Teaching/cars/car_ims/006492.jpg 79
|
||||||
|
/scratch/Teaching/cars/car_ims/007984.jpg 97
|
||||||
|
/scratch/Teaching/cars/car_ims/011594.jpg 140
|
||||||
|
/scratch/Teaching/cars/car_ims/016070.jpg 194
|
||||||
|
/scratch/Teaching/cars/car_ims/010104.jpg 122
|
||||||
|
/scratch/Teaching/cars/car_ims/010097.jpg 118
|
||||||
|
/scratch/Teaching/cars/car_ims/003941.jpg 48
|
||||||
|
/scratch/Teaching/cars/car_ims/005439.jpg 67
|
||||||
|
/scratch/Teaching/cars/car_ims/015498.jpg 187
|
||||||
|
/scratch/Teaching/cars/car_ims/012434.jpg 150
|
||||||
|
/scratch/Teaching/cars/car_ims/003435.jpg 42
|
||||||
|
/scratch/Teaching/cars/car_ims/012346.jpg 149
|
||||||
|
/scratch/Teaching/cars/car_ims/002607.jpg 31
|
||||||
|
/scratch/Teaching/cars/car_ims/005689.jpg 70
|
||||||
|
/scratch/Teaching/cars/car_ims/004913.jpg 60
|
||||||
|
/scratch/Teaching/cars/car_ims/015604.jpg 189
|
||||||
|
/scratch/Teaching/cars/car_ims/007363.jpg 89
|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/009510.jpg 115
|
||||||
|
/scratch/Teaching/cars/car_ims/002171.jpg 26
|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/004193.jpg 51
|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/010008.jpg 121
|
||||||
|
/scratch/Teaching/cars/car_ims/001457.jpg 17
|
||||||
|
/scratch/Teaching/cars/car_ims/006381.jpg 78
|
||||||
|
/scratch/Teaching/cars/car_ims/015975.jpg 193
|
||||||
|
/scratch/Teaching/cars/car_ims/004808.jpg 58
|
||||||
|
/scratch/Teaching/cars/car_ims/000406.jpg 5
|
||||||
|
/scratch/Teaching/cars/car_ims/007012.jpg 85
|
||||||
|
/scratch/Teaching/cars/car_ims/001434.jpg 17
|
||||||
|
/scratch/Teaching/cars/car_ims/003218.jpg 39
|
||||||
|
/scratch/Teaching/cars/car_ims/011214.jpg 136
|
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|
/scratch/Teaching/cars/car_ims/011948.jpg 145
|
||||||
|
/scratch/Teaching/cars/car_ims/005031.jpg 61
|
||||||
|
/scratch/Teaching/cars/car_ims/009725.jpg 118
|
||||||
|
/scratch/Teaching/cars/car_ims/006150.jpg 75
|
||||||
|
/scratch/Teaching/cars/car_ims/011910.jpg 144
|
||||||
|
/scratch/Teaching/cars/car_ims/005580.jpg 68
|
||||||
|
/scratch/Teaching/cars/car_ims/004997.jpg 61
|
||||||
|
/scratch/Teaching/cars/car_ims/008493.jpg 103
|
||||||
|
/scratch/Teaching/cars/car_ims/005921.jpg 72
|
||||||
|
/scratch/Teaching/cars/car_ims/009266.jpg 112
|
||||||
|
/scratch/Teaching/cars/car_ims/015095.jpg 183
|
||||||
|
/scratch/Teaching/cars/car_ims/009851.jpg 119
|
||||||
|
/scratch/Teaching/cars/car_ims/011123.jpg 134
|
||||||
|
/scratch/Teaching/cars/car_ims/008530.jpg 104
|
||||||
|
/scratch/Teaching/cars/car_ims/000415.jpg 5
|
||||||
|
/scratch/Teaching/cars/car_ims/009332.jpg 113
|
||||||
|
/scratch/Teaching/cars/car_ims/001590.jpg 19
|
||||||
|
/scratch/Teaching/cars/car_ims/007769.jpg 94
|
||||||
|
/scratch/Teaching/cars/car_ims/009182.jpg 111
|
||||||
|
/scratch/Teaching/cars/car_ims/002724.jpg 33
|
||||||
|
/scratch/Teaching/cars/car_ims/004173.jpg 51
|
||||||
|
/scratch/Teaching/cars/car_ims/008267.jpg 101
|
||||||
|
/scratch/Teaching/cars/car_ims/009614.jpg 116
|
||||||
|
/scratch/Teaching/cars/car_ims/005126.jpg 62
|
||||||
|
/scratch/Teaching/cars/car_ims/014864.jpg 180
|
||||||
|
/scratch/Teaching/cars/car_ims/001135.jpg 14
|
||||||
|
/scratch/Teaching/cars/car_ims/004996.jpg 61
|
||||||
|
/scratch/Teaching/cars/car_ims/008807.jpg 107
|
||||||
|
/scratch/Teaching/cars/car_ims/004123.jpg 50
|
||||||
|
/scratch/Teaching/cars/car_ims/004765.jpg 58
|
||||||
|
/scratch/Teaching/cars/car_ims/016079.jpg 194
|
||||||
|
/scratch/Teaching/cars/car_ims/013528.jpg 164
|
||||||
|
/scratch/Teaching/cars/car_ims/000130.jpg 1
|
||||||
|
/scratch/Teaching/cars/car_ims/008674.jpg 106
|
||||||
|
/scratch/Teaching/cars/car_ims/012481.jpg 151
|
||||||
|
/scratch/Teaching/cars/car_ims/002062.jpg 25
|
||||||
|
/scratch/Teaching/cars/car_ims/000972.jpg 12
|
||||||
|
/scratch/Teaching/cars/car_ims/007215.jpg 88
|
||||||
|
/scratch/Teaching/cars/car_ims/002492.jpg 30
|
||||||
|
/scratch/Teaching/cars/car_ims/012947.jpg 157
|
||||||
|
/scratch/Teaching/cars/car_ims/012479.jpg 151
|
||||||
|
/scratch/Teaching/cars/car_ims/002128.jpg 26
|
||||||
12
cars/70.15.15/base/README.md
Normal file
12
cars/70.15.15/base/README.md
Normal file
@ -0,0 +1,12 @@
|
|||||||
|
Top-1 accuracy
|
||||||
|
15.81%
|
||||||
|
|
||||||
|
|
||||||
|
Top-5 accuracy
|
||||||
|
34.62%
|
||||||
|
|
||||||
|
last val loss:
|
||||||
|
4.92
|
||||||
|
|
||||||
|
last val accuracy:
|
||||||
|
16.82
|
||||||
4445
cars/70.15.15/base/caffe_output.log
Normal file
4445
cars/70.15.15/base/caffe_output.log
Normal file
File diff suppressed because it is too large
Load Diff
197
cars/70.15.15/base/conf.csv
Normal file
197
cars/70.15.15/base/conf.csv
Normal file
File diff suppressed because one or more lines are too long
341
cars/70.15.15/base/deploy.prototxt
Normal file
341
cars/70.15.15/base/deploy.prototxt
Normal file
@ -0,0 +1,341 @@
|
|||||||
|
input: "data"
|
||||||
|
input_shape {
|
||||||
|
dim: 1
|
||||||
|
dim: 3
|
||||||
|
dim: 227
|
||||||
|
dim: 227
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 196
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "softmax"
|
||||||
|
type: "Softmax"
|
||||||
|
bottom: "fc8"
|
||||||
|
top: "softmax"
|
||||||
|
}
|
||||||
BIN
cars/70.15.15/base/large.png
Normal file
BIN
cars/70.15.15/base/large.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 263 KiB |
388
cars/70.15.15/base/original.prototxt
Normal file
388
cars/70.15.15/base/original.prototxt
Normal file
@ -0,0 +1,388 @@
|
|||||||
|
name: "AlexNet"
|
||||||
|
layer {
|
||||||
|
name: "train-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
stage: "train"
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
mirror: true
|
||||||
|
crop_size: 227
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
batch_size: 128
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "val-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
stage: "val"
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
crop_size: 227
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
batch_size: 32
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "accuracy"
|
||||||
|
type: "Accuracy"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "accuracy"
|
||||||
|
include {
|
||||||
|
stage: "val"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "loss"
|
||||||
|
type: "SoftmaxWithLoss"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "loss"
|
||||||
|
exclude {
|
||||||
|
stage: "deploy"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "softmax"
|
||||||
|
type: "Softmax"
|
||||||
|
bottom: "fc8"
|
||||||
|
top: "softmax"
|
||||||
|
include {
|
||||||
|
stage: "deploy"
|
||||||
|
}
|
||||||
|
}
|
||||||
2429
cars/70.15.15/base/pred.csv
Normal file
2429
cars/70.15.15/base/pred.csv
Normal file
File diff suppressed because it is too large
Load Diff
BIN
cars/70.15.15/base/small.png
Normal file
BIN
cars/70.15.15/base/small.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 205 KiB |
13
cars/70.15.15/base/solver.prototxt
Normal file
13
cars/70.15.15/base/solver.prototxt
Normal file
@ -0,0 +1,13 @@
|
|||||||
|
test_iter: 76
|
||||||
|
test_interval: 89
|
||||||
|
base_lr: 0.001
|
||||||
|
display: 11
|
||||||
|
max_iter: 8900
|
||||||
|
lr_policy: "fixed"
|
||||||
|
momentum: 0.89999998
|
||||||
|
weight_decay: 1.0000001e-05
|
||||||
|
snapshot: 89
|
||||||
|
snapshot_prefix: "snapshot"
|
||||||
|
solver_mode: GPU
|
||||||
|
net: "train_val.prototxt"
|
||||||
|
solver_type: SGD
|
||||||
382
cars/70.15.15/base/train_val.prototxt
Normal file
382
cars/70.15.15/base/train_val.prototxt
Normal file
@ -0,0 +1,382 @@
|
|||||||
|
layer {
|
||||||
|
name: "train-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
phase: TRAIN
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
mirror: true
|
||||||
|
crop_size: 227
|
||||||
|
mean_file: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115815-ae54/mean.binaryproto"
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
source: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115815-ae54/train_db"
|
||||||
|
batch_size: 128
|
||||||
|
backend: LMDB
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "val-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
phase: TEST
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
crop_size: 227
|
||||||
|
mean_file: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115815-ae54/mean.binaryproto"
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
source: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115815-ae54/val_db"
|
||||||
|
batch_size: 32
|
||||||
|
backend: LMDB
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 196
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "accuracy"
|
||||||
|
type: "Accuracy"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "accuracy"
|
||||||
|
include {
|
||||||
|
phase: TEST
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "loss"
|
||||||
|
type: "SoftmaxWithLoss"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "loss"
|
||||||
|
}
|
||||||
2429
cars/70.15.15/test.txt
Normal file
2429
cars/70.15.15/test.txt
Normal file
File diff suppressed because it is too large
Load Diff
11329
cars/70.15.15/train.txt
Normal file
11329
cars/70.15.15/train.txt
Normal file
File diff suppressed because it is too large
Load Diff
2427
cars/70.15.15/val.txt
Normal file
2427
cars/70.15.15/val.txt
Normal file
File diff suppressed because it is too large
Load Diff
12
cars/80.10.10/base/README.md
Normal file
12
cars/80.10.10/base/README.md
Normal file
@ -0,0 +1,12 @@
|
|||||||
|
Top-1 accuracy
|
||||||
|
20.94%
|
||||||
|
|
||||||
|
|
||||||
|
Top-5 accuracy
|
||||||
|
44.1%
|
||||||
|
|
||||||
|
last val loss:
|
||||||
|
4.39
|
||||||
|
|
||||||
|
last val accuracy:
|
||||||
|
24.45
|
||||||
4565
cars/80.10.10/base/caffe_output.log
Normal file
4565
cars/80.10.10/base/caffe_output.log
Normal file
File diff suppressed because it is too large
Load Diff
197
cars/80.10.10/base/conf.csv
Normal file
197
cars/80.10.10/base/conf.csv
Normal file
File diff suppressed because one or more lines are too long
341
cars/80.10.10/base/deploy.prototxt
Normal file
341
cars/80.10.10/base/deploy.prototxt
Normal file
@ -0,0 +1,341 @@
|
|||||||
|
input: "data"
|
||||||
|
input_shape {
|
||||||
|
dim: 1
|
||||||
|
dim: 3
|
||||||
|
dim: 227
|
||||||
|
dim: 227
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 196
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "softmax"
|
||||||
|
type: "Softmax"
|
||||||
|
bottom: "fc8"
|
||||||
|
top: "softmax"
|
||||||
|
}
|
||||||
BIN
cars/80.10.10/base/large.png
Normal file
BIN
cars/80.10.10/base/large.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 272 KiB |
388
cars/80.10.10/base/original.prototxt
Normal file
388
cars/80.10.10/base/original.prototxt
Normal file
@ -0,0 +1,388 @@
|
|||||||
|
name: "AlexNet"
|
||||||
|
layer {
|
||||||
|
name: "train-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
stage: "train"
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
mirror: true
|
||||||
|
crop_size: 227
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
batch_size: 128
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "val-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
stage: "val"
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
crop_size: 227
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
batch_size: 32
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "accuracy"
|
||||||
|
type: "Accuracy"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "accuracy"
|
||||||
|
include {
|
||||||
|
stage: "val"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "loss"
|
||||||
|
type: "SoftmaxWithLoss"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "loss"
|
||||||
|
exclude {
|
||||||
|
stage: "deploy"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "softmax"
|
||||||
|
type: "Softmax"
|
||||||
|
bottom: "fc8"
|
||||||
|
top: "softmax"
|
||||||
|
include {
|
||||||
|
stage: "deploy"
|
||||||
|
}
|
||||||
|
}
|
||||||
1619
cars/80.10.10/base/pred.csv
Normal file
1619
cars/80.10.10/base/pred.csv
Normal file
File diff suppressed because it is too large
Load Diff
BIN
cars/80.10.10/base/small.png
Normal file
BIN
cars/80.10.10/base/small.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 219 KiB |
13
cars/80.10.10/base/solver.prototxt
Normal file
13
cars/80.10.10/base/solver.prototxt
Normal file
@ -0,0 +1,13 @@
|
|||||||
|
test_iter: 51
|
||||||
|
test_interval: 102
|
||||||
|
base_lr: 0.001
|
||||||
|
display: 12
|
||||||
|
max_iter: 10200
|
||||||
|
lr_policy: "fixed"
|
||||||
|
momentum: 0.89999998
|
||||||
|
weight_decay: 1.0000001e-05
|
||||||
|
snapshot: 102
|
||||||
|
snapshot_prefix: "snapshot"
|
||||||
|
solver_mode: GPU
|
||||||
|
net: "train_val.prototxt"
|
||||||
|
solver_type: SGD
|
||||||
382
cars/80.10.10/base/train_val.prototxt
Normal file
382
cars/80.10.10/base/train_val.prototxt
Normal file
@ -0,0 +1,382 @@
|
|||||||
|
layer {
|
||||||
|
name: "train-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
phase: TRAIN
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
mirror: true
|
||||||
|
crop_size: 227
|
||||||
|
mean_file: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115716-aaf7/mean.binaryproto"
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
source: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115716-aaf7/train_db"
|
||||||
|
batch_size: 128
|
||||||
|
backend: LMDB
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "val-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
phase: TEST
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
crop_size: 227
|
||||||
|
mean_file: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115716-aaf7/mean.binaryproto"
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
source: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115716-aaf7/val_db"
|
||||||
|
batch_size: 32
|
||||||
|
backend: LMDB
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 196
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "accuracy"
|
||||||
|
type: "Accuracy"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "accuracy"
|
||||||
|
include {
|
||||||
|
phase: TEST
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "loss"
|
||||||
|
type: "SoftmaxWithLoss"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "loss"
|
||||||
|
}
|
||||||
1619
cars/80.10.10/test.txt
Normal file
1619
cars/80.10.10/test.txt
Normal file
File diff suppressed because it is too large
Load Diff
12948
cars/80.10.10/train.txt
Normal file
12948
cars/80.10.10/train.txt
Normal file
File diff suppressed because it is too large
Load Diff
1618
cars/80.10.10/val.txt
Normal file
1618
cars/80.10.10/val.txt
Normal file
File diff suppressed because it is too large
Load Diff
12
cars/90.5.5/base/README.md
Normal file
12
cars/90.5.5/base/README.md
Normal file
@ -0,0 +1,12 @@
|
|||||||
|
Top-1 accuracy
|
||||||
|
20.62%
|
||||||
|
|
||||||
|
|
||||||
|
Top-5 accuracy
|
||||||
|
45.19%
|
||||||
|
|
||||||
|
last val loss:
|
||||||
|
4.17
|
||||||
|
|
||||||
|
last val accuracy:
|
||||||
|
30.29
|
||||||
4460
cars/90.5.5/base/caffe_output.log
Normal file
4460
cars/90.5.5/base/caffe_output.log
Normal file
File diff suppressed because it is too large
Load Diff
190
cars/90.5.5/base/conf.csv
Normal file
190
cars/90.5.5/base/conf.csv
Normal file
File diff suppressed because one or more lines are too long
341
cars/90.5.5/base/deploy.prototxt
Normal file
341
cars/90.5.5/base/deploy.prototxt
Normal file
@ -0,0 +1,341 @@
|
|||||||
|
input: "data"
|
||||||
|
input_shape {
|
||||||
|
dim: 1
|
||||||
|
dim: 3
|
||||||
|
dim: 227
|
||||||
|
dim: 227
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 196
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "softmax"
|
||||||
|
type: "Softmax"
|
||||||
|
bottom: "fc8"
|
||||||
|
top: "softmax"
|
||||||
|
}
|
||||||
BIN
cars/90.5.5/base/large.png
Normal file
BIN
cars/90.5.5/base/large.png
Normal file
Binary file not shown.
|
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cars/90.5.5/base/original.prototxt
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cars/90.5.5/base/original.prototxt
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|
|||||||
|
name: "AlexNet"
|
||||||
|
layer {
|
||||||
|
name: "train-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
stage: "train"
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
mirror: true
|
||||||
|
crop_size: 227
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
batch_size: 128
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "val-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
stage: "val"
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
crop_size: 227
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
batch_size: 32
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "accuracy"
|
||||||
|
type: "Accuracy"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "accuracy"
|
||||||
|
include {
|
||||||
|
stage: "val"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "loss"
|
||||||
|
type: "SoftmaxWithLoss"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "loss"
|
||||||
|
exclude {
|
||||||
|
stage: "deploy"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "softmax"
|
||||||
|
type: "Softmax"
|
||||||
|
bottom: "fc8"
|
||||||
|
top: "softmax"
|
||||||
|
include {
|
||||||
|
stage: "deploy"
|
||||||
|
}
|
||||||
|
}
|
||||||
810
cars/90.5.5/base/pred.csv
Normal file
810
cars/90.5.5/base/pred.csv
Normal file
@ -0,0 +1,810 @@
|
|||||||
|
1 /scratch/Teaching/cars/car_ims/013732.jpg Mitsubishi Lancer Sedan 2012 Dodge Magnum Wagon 2008 55.88% Chevrolet HHR SS 2010 18.54% BMW 3 Series Sedan 2012 18.12% BMW M6 Convertible 2010 3.32% Hyundai Sonata Sedan 2012 0.8%
|
||||||
|
2 /scratch/Teaching/cars/car_ims/003432.jpg Bentley Continental GT Coupe 2007 Bentley Continental Flying Spur Sedan 2007 62.11% Cadillac CTS-V Sedan 2012 20.35% Chevrolet Corvette ZR1 2012 10.88% Rolls-Royce Phantom Sedan 2012 2.14% Bentley Arnage Sedan 2009 1.09%
|
||||||
|
3 /scratch/Teaching/cars/car_ims/013717.jpg Mitsubishi Lancer Sedan 2012 BMW 1 Series Coupe 2012 14.38% Volvo 240 Sedan 1993 8.92% Mitsubishi Lancer Sedan 2012 6.01% Porsche Panamera Sedan 2012 4.77% Audi S5 Coupe 2012 3.81%
|
||||||
|
4 /scratch/Teaching/cars/car_ims/000855.jpg Aston Martin Virage Coupe 2012 Aston Martin Virage Coupe 2012 92.26% Aston Martin V8 Vantage Coupe 2012 4.95% McLaren MP4-12C Coupe 2012 1.13% Volvo C30 Hatchback 2012 0.69% Dodge Charger SRT-8 2009 0.37%
|
||||||
|
5 /scratch/Teaching/cars/car_ims/006513.jpg Chrysler Crossfire Convertible 2008 Mercedes-Benz SL-Class Coupe 2009 92.36% HUMMER H3T Crew Cab 2010 2.23% Spyker C8 Convertible 2009 1.29% Jeep Wrangler SUV 2012 0.77% Bugatti Veyron 16.4 Coupe 2009 0.75%
|
||||||
|
6 /scratch/Teaching/cars/car_ims/013932.jpg Nissan Juke Hatchback 2012 Jeep Wrangler SUV 2012 72.17% Hyundai Tucson SUV 2012 7.25% Suzuki SX4 Hatchback 2012 4.63% Chevrolet Traverse SUV 2012 3.89% Volvo C30 Hatchback 2012 3.85%
|
||||||
|
7 /scratch/Teaching/cars/car_ims/009122.jpg Ford GT Coupe 2006 Spyker C8 Coupe 2009 90.78% McLaren MP4-12C Coupe 2012 4.34% Spyker C8 Convertible 2009 2.27% Bugatti Veyron 16.4 Convertible 2009 1.29% Mitsubishi Lancer Sedan 2012 0.62%
|
||||||
|
8 /scratch/Teaching/cars/car_ims/000662.jpg Aston Martin V8 Vantage Coupe 2012 Infiniti G Coupe IPL 2012 21.61% Audi TTS Coupe 2012 15.74% Dodge Challenger SRT8 2011 13.93% Aston Martin V8 Vantage Coupe 2012 13.66% Spyker C8 Convertible 2009 10.82%
|
||||||
|
9 /scratch/Teaching/cars/car_ims/003976.jpg Buick Enclave SUV 2012 Nissan NV Passenger Van 2012 59.77% GMC Terrain SUV 2012 11.57% Honda Odyssey Minivan 2012 5.46% Jeep Liberty SUV 2012 3.2% Dodge Dakota Club Cab 2007 2.92%
|
||||||
|
10 /scratch/Teaching/cars/car_ims/014696.jpg Spyker C8 Convertible 2009 Lamborghini Diablo Coupe 2001 77.84% Spyker C8 Convertible 2009 12.28% Ford GT Coupe 2006 3.52% Jeep Wrangler SUV 2012 2.98% Spyker C8 Coupe 2009 0.97%
|
||||||
|
11 /scratch/Teaching/cars/car_ims/003651.jpg Bugatti Veyron 16.4 Coupe 2009 Lamborghini Aventador Coupe 2012 48.45% BMW 3 Series Sedan 2012 18.87% Ford GT Coupe 2006 16.29% Bugatti Veyron 16.4 Coupe 2009 9.94% Hyundai Sonata Sedan 2012 5.11%
|
||||||
|
12 /scratch/Teaching/cars/car_ims/015169.jpg Suzuki SX4 Sedan 2012 Bugatti Veyron 16.4 Coupe 2009 12.57% Chevrolet Malibu Sedan 2007 12.14% Mitsubishi Lancer Sedan 2012 11.09% Rolls-Royce Phantom Drophead Coupe Convertible 2012 7.96% Audi S5 Convertible 2012 7.47%
|
||||||
|
13 /scratch/Teaching/cars/car_ims/010146.jpg Geo Metro Convertible 1993 Geo Metro Convertible 1993 100.0% Volkswagen Golf Hatchback 1991 0.0% Mercedes-Benz 300-Class Convertible 1993 0.0% Chevrolet Corvette Convertible 2012 0.0% Daewoo Nubira Wagon 2002 0.0%
|
||||||
|
14 /scratch/Teaching/cars/car_ims/010257.jpg HUMMER H3T Crew Cab 2010 HUMMER H3T Crew Cab 2010 61.86% HUMMER H2 SUT Crew Cab 2009 28.92% AM General Hummer SUV 2000 7.53% Jeep Wrangler SUV 2012 1.52% GMC Terrain SUV 2012 0.08%
|
||||||
|
15 /scratch/Teaching/cars/car_ims/006353.jpg Chrysler 300 SRT-8 2010 Dodge Journey SUV 2012 16.49% Chevrolet Sonic Sedan 2012 13.6% BMW M6 Convertible 2010 7.78% Bentley Continental Supersports Conv. Convertible 2012 6.12% BMW M3 Coupe 2012 5.91%
|
||||||
|
16 /scratch/Teaching/cars/car_ims/010058.jpg GMC Savana Van 2012 Chevrolet Express Van 2007 99.91% GMC Savana Van 2012 0.05% Chevrolet Express Cargo Van 2007 0.04% Ford E-Series Wagon Van 2012 0.01% Nissan NV Passenger Van 2012 0.0%
|
||||||
|
17 /scratch/Teaching/cars/car_ims/015452.jpg Toyota Corolla Sedan 2012 Acura TSX Sedan 2012 96.46% BMW M5 Sedan 2010 1.51% BMW X5 SUV 2007 0.72% BMW 3 Series Wagon 2012 0.32% BMW 1 Series Coupe 2012 0.27%
|
||||||
|
18 /scratch/Teaching/cars/car_ims/009639.jpg GMC Terrain SUV 2012 Hyundai Sonata Sedan 2012 66.62% Acura RL Sedan 2012 17.27% Jaguar XK XKR 2012 2.75% FIAT 500 Abarth 2012 2.04% BMW M6 Convertible 2010 1.94%
|
||||||
|
19 /scratch/Teaching/cars/car_ims/014043.jpg Nissan 240SX Coupe 1998 FIAT 500 Convertible 2012 45.07% Ford Focus Sedan 2007 35.01% Hyundai Elantra Touring Hatchback 2012 7.57% Geo Metro Convertible 1993 4.03% Volkswagen Golf Hatchback 1991 1.87%
|
||||||
|
20 /scratch/Teaching/cars/car_ims/002555.jpg BMW X5 SUV 2007 BMW X5 SUV 2007 34.78% BMW X3 SUV 2012 29.09% Jeep Patriot SUV 2012 7.21% Bentley Mulsanne Sedan 2011 5.3% Ford F-150 Regular Cab 2012 4.18%
|
||||||
|
21 /scratch/Teaching/cars/car_ims/001679.jpg Audi S5 Convertible 2012 Audi TTS Coupe 2012 43.29% Audi RS 4 Convertible 2008 39.54% Spyker C8 Convertible 2009 6.72% Bentley Mulsanne Sedan 2011 4.99% Bentley Arnage Sedan 2009 2.34%
|
||||||
|
22 /scratch/Teaching/cars/car_ims/004350.jpg Chevrolet Silverado 1500 Hybrid Crew Cab 2012 Chevrolet Silverado 1500 Extended Cab 2012 36.2% Ford F-450 Super Duty Crew Cab 2012 22.51% GMC Yukon Hybrid SUV 2012 6.33% Dodge Dakota Club Cab 2007 5.14% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 3.93%
|
||||||
|
23 /scratch/Teaching/cars/car_ims/002570.jpg BMW X5 SUV 2007 GMC Terrain SUV 2012 30.67% BMW X5 SUV 2007 13.14% Rolls-Royce Phantom Sedan 2012 7.34% BMW X3 SUV 2012 4.39% Land Rover Range Rover SUV 2012 3.96%
|
||||||
|
24 /scratch/Teaching/cars/car_ims/005453.jpg Chevrolet TrailBlazer SS 2009 Chevrolet TrailBlazer SS 2009 67.53% Land Rover Range Rover SUV 2012 31.38% Cadillac Escalade EXT Crew Cab 2007 0.86% Dodge Durango SUV 2007 0.07% BMW X3 SUV 2012 0.02%
|
||||||
|
25 /scratch/Teaching/cars/car_ims/006417.jpg Chrysler 300 SRT-8 2010 BMW M6 Convertible 2010 17.26% Rolls-Royce Phantom Drophead Coupe Convertible 2012 13.86% Chrysler 300 SRT-8 2010 12.05% Rolls-Royce Ghost Sedan 2012 7.66% BMW 6 Series Convertible 2007 4.45%
|
||||||
|
26 /scratch/Teaching/cars/car_ims/015995.jpg Volvo 240 Sedan 1993 Mercedes-Benz 300-Class Convertible 1993 64.79% GMC Canyon Extended Cab 2012 13.46% Chevrolet Traverse SUV 2012 3.28% Audi 100 Sedan 1994 2.96% Audi V8 Sedan 1994 2.56%
|
||||||
|
27 /scratch/Teaching/cars/car_ims/009234.jpg Ford F-150 Regular Cab 2012 Jeep Liberty SUV 2012 36.0% Infiniti QX56 SUV 2011 24.26% Toyota 4Runner SUV 2012 9.56% Dodge Journey SUV 2012 3.41% Jeep Patriot SUV 2012 2.16%
|
||||||
|
28 /scratch/Teaching/cars/car_ims/012002.jpg Jeep Wrangler SUV 2012 Jeep Patriot SUV 2012 85.67% Jeep Wrangler SUV 2012 11.24% Dodge Dakota Crew Cab 2010 1.89% AM General Hummer SUV 2000 0.83% Jeep Liberty SUV 2012 0.17%
|
||||||
|
29 /scratch/Teaching/cars/car_ims/010556.jpg Honda Accord Coupe 2012 Audi R8 Coupe 2012 13.11% Volkswagen Beetle Hatchback 2012 12.05% Acura ZDX Hatchback 2012 9.09% Volkswagen Golf Hatchback 2012 8.48% Volkswagen Golf Hatchback 1991 5.32%
|
||||||
|
30 /scratch/Teaching/cars/car_ims/007628.jpg Dodge Durango SUV 2012 Ford F-450 Super Duty Crew Cab 2012 20.68% Dodge Ram Pickup 3500 Crew Cab 2010 10.62% Ford F-150 Regular Cab 2012 10.58% Toyota Sequoia SUV 2012 8.68% Rolls-Royce Phantom Sedan 2012 8.22%
|
||||||
|
31 /scratch/Teaching/cars/car_ims/000854.jpg Aston Martin Virage Coupe 2012 Lamborghini Diablo Coupe 2001 42.5% BMW 1 Series Coupe 2012 23.33% Aston Martin Virage Coupe 2012 12.79% Volvo C30 Hatchback 2012 12.56% Audi R8 Coupe 2012 4.49%
|
||||||
|
32 /scratch/Teaching/cars/car_ims/008292.jpg Ferrari California Convertible 2012 Aston Martin V8 Vantage Convertible 2012 22.11% Hyundai Sonata Hybrid Sedan 2012 9.59% Chrysler Sebring Convertible 2010 9.29% Toyota Camry Sedan 2012 6.03% Nissan Leaf Hatchback 2012 5.51%
|
||||||
|
33 /scratch/Teaching/cars/car_ims/009789.jpg GMC Yukon Hybrid SUV 2012 GMC Yukon Hybrid SUV 2012 77.27% Cadillac CTS-V Sedan 2012 7.95% Cadillac Escalade EXT Crew Cab 2007 2.16% Ford F-450 Super Duty Crew Cab 2012 1.96% Jeep Grand Cherokee SUV 2012 1.46%
|
||||||
|
34 /scratch/Teaching/cars/car_ims/003666.jpg Bugatti Veyron 16.4 Coupe 2009 Bugatti Veyron 16.4 Coupe 2009 76.97% Ferrari FF Coupe 2012 6.94% Ferrari 458 Italia Convertible 2012 6.49% BMW 3 Series Sedan 2012 2.83% Lamborghini Aventador Coupe 2012 2.68%
|
||||||
|
35 /scratch/Teaching/cars/car_ims/010406.jpg Honda Odyssey Minivan 2012 Dodge Challenger SRT8 2011 25.63% Dodge Durango SUV 2007 14.73% Hyundai Santa Fe SUV 2012 6.95% Land Rover LR2 SUV 2012 4.78% Rolls-Royce Phantom Sedan 2012 4.15%
|
||||||
|
36 /scratch/Teaching/cars/car_ims/003443.jpg Bentley Continental GT Coupe 2007 Acura TL Sedan 2012 38.51% Acura TSX Sedan 2012 11.67% Bugatti Veyron 16.4 Coupe 2009 11.37% Chevrolet Cobalt SS 2010 9.9% Chevrolet Monte Carlo Coupe 2007 4.56%
|
||||||
|
37 /scratch/Teaching/cars/car_ims/010342.jpg HUMMER H2 SUT Crew Cab 2009 HUMMER H3T Crew Cab 2010 95.6% HUMMER H2 SUT Crew Cab 2009 3.88% Dodge Dakota Club Cab 2007 0.44% Dodge Ram Pickup 3500 Quad Cab 2009 0.04% Dodge Ram Pickup 3500 Crew Cab 2010 0.01%
|
||||||
|
38 /scratch/Teaching/cars/car_ims/002061.jpg BMW ActiveHybrid 5 Sedan 2012 Buick Regal GS 2012 67.4% Chevrolet Corvette Ron Fellows Edition Z06 2007 14.15% Chevrolet Camaro Convertible 2012 6.58% Aston Martin V8 Vantage Convertible 2012 2.77% MINI Cooper Roadster Convertible 2012 1.98%
|
||||||
|
39 /scratch/Teaching/cars/car_ims/015052.jpg Suzuki SX4 Hatchback 2012 Aston Martin V8 Vantage Coupe 2012 60.86% Volvo 240 Sedan 1993 14.43% Chevrolet Corvette Convertible 2012 10.58% Porsche Panamera Sedan 2012 2.43% Audi S5 Convertible 2012 2.25%
|
||||||
|
40 /scratch/Teaching/cars/car_ims/012939.jpg Maybach Landaulet Convertible 2012 Bugatti Veyron 16.4 Convertible 2009 31.83% Maybach Landaulet Convertible 2012 17.03% Ford GT Coupe 2006 9.73% Spyker C8 Coupe 2009 8.48% Spyker C8 Convertible 2009 5.5%
|
||||||
|
41 /scratch/Teaching/cars/car_ims/008582.jpg Fisker Karma Sedan 2012 Tesla Model S Sedan 2012 19.6% BMW X5 SUV 2007 14.56% Mercedes-Benz SL-Class Coupe 2009 13.88% Nissan Juke Hatchback 2012 6.41% Aston Martin V8 Vantage Convertible 2012 3.9%
|
||||||
|
42 /scratch/Teaching/cars/car_ims/008559.jpg Fisker Karma Sedan 2012 Spyker C8 Convertible 2009 48.89% Bentley Mulsanne Sedan 2011 7.26% Ford GT Coupe 2006 6.33% Dodge Durango SUV 2012 5.16% Bentley Continental GT Coupe 2007 2.09%
|
||||||
|
43 /scratch/Teaching/cars/car_ims/007357.jpg Dodge Dakota Crew Cab 2010 GMC Canyon Extended Cab 2012 96.99% Bentley Arnage Sedan 2009 0.85% Audi 100 Sedan 1994 0.52% Ford Ranger SuperCab 2011 0.24% Volvo 240 Sedan 1993 0.2%
|
||||||
|
44 /scratch/Teaching/cars/car_ims/002666.jpg BMW X6 SUV 2012 Dodge Durango SUV 2012 35.91% FIAT 500 Abarth 2012 21.69% Cadillac Escalade EXT Crew Cab 2007 17.98% GMC Acadia SUV 2012 8.6% Chevrolet Sonic Sedan 2012 3.72%
|
||||||
|
45 /scratch/Teaching/cars/car_ims/004012.jpg Buick Enclave SUV 2012 Cadillac Escalade EXT Crew Cab 2007 39.24% Land Rover LR2 SUV 2012 25.46% Chevrolet Tahoe Hybrid SUV 2012 5.38% Land Rover Range Rover SUV 2012 5.19% Chevrolet Traverse SUV 2012 3.56%
|
||||||
|
46 /scratch/Teaching/cars/car_ims/001421.jpg Audi 100 Wagon 1994 Jeep Grand Cherokee SUV 2012 59.12% Dodge Durango SUV 2012 11.68% Dodge Durango SUV 2007 6.17% Suzuki SX4 Sedan 2012 5.94% Jeep Patriot SUV 2012 3.06%
|
||||||
|
47 /scratch/Teaching/cars/car_ims/000700.jpg Aston Martin V8 Vantage Coupe 2012 Bugatti Veyron 16.4 Coupe 2009 90.54% Chevrolet Corvette ZR1 2012 5.28% Porsche Panamera Sedan 2012 3.02% Aston Martin V8 Vantage Coupe 2012 0.57% Dodge Challenger SRT8 2011 0.22%
|
||||||
|
48 /scratch/Teaching/cars/car_ims/004259.jpg Cadillac Escalade EXT Crew Cab 2007 Cadillac Escalade EXT Crew Cab 2007 98.78% GMC Yukon Hybrid SUV 2012 0.49% Chrysler Aspen SUV 2009 0.31% Chevrolet Avalanche Crew Cab 2012 0.1% Bentley Arnage Sedan 2009 0.05%
|
||||||
|
49 /scratch/Teaching/cars/car_ims/008824.jpg Ford Freestar Minivan 2007 Buick Rainier SUV 2007 28.99% Volvo 240 Sedan 1993 21.34% Chrysler PT Cruiser Convertible 2008 11.74% Dodge Caliber Wagon 2012 8.68% Chevrolet Malibu Sedan 2007 5.15%
|
||||||
|
50 /scratch/Teaching/cars/car_ims/012415.jpg Lamborghini Aventador Coupe 2012 Jeep Wrangler SUV 2012 97.18% HUMMER H2 SUT Crew Cab 2009 2.19% McLaren MP4-12C Coupe 2012 0.12% Nissan Juke Hatchback 2012 0.12% Aston Martin Virage Coupe 2012 0.1%
|
||||||
|
51 /scratch/Teaching/cars/car_ims/014671.jpg Spyker C8 Convertible 2009 AM General Hummer SUV 2000 85.41% Spyker C8 Convertible 2009 10.55% HUMMER H3T Crew Cab 2010 2.42% Nissan NV Passenger Van 2012 0.45% Lamborghini Diablo Coupe 2001 0.43%
|
||||||
|
52 /scratch/Teaching/cars/car_ims/004684.jpg Chevrolet Traverse SUV 2012 Cadillac Escalade EXT Crew Cab 2007 71.94% Land Rover LR2 SUV 2012 16.49% Land Rover Range Rover SUV 2012 2.32% Ford F-450 Super Duty Crew Cab 2012 2.03% GMC Terrain SUV 2012 0.79%
|
||||||
|
53 /scratch/Teaching/cars/car_ims/010141.jpg Geo Metro Convertible 1993 Chevrolet Corvette Convertible 2012 98.16% Geo Metro Convertible 1993 1.21% Chrysler 300 SRT-8 2010 0.45% Audi S5 Convertible 2012 0.15% Volkswagen Golf Hatchback 2012 0.01%
|
||||||
|
54 /scratch/Teaching/cars/car_ims/008818.jpg Ford Freestar Minivan 2007 smart fortwo Convertible 2012 50.32% Maybach Landaulet Convertible 2012 20.89% Mazda Tribute SUV 2011 12.45% Jeep Patriot SUV 2012 7.85% Land Rover Range Rover SUV 2012 1.75%
|
||||||
|
55 /scratch/Teaching/cars/car_ims/009171.jpg Ford GT Coupe 2006 Aston Martin V8 Vantage Convertible 2012 46.35% Hyundai Genesis Sedan 2012 12.28% Spyker C8 Coupe 2009 10.87% Chevrolet Traverse SUV 2012 3.78% Ford GT Coupe 2006 3.62%
|
||||||
|
56 /scratch/Teaching/cars/car_ims/003922.jpg Buick Verano Sedan 2012 Ford F-450 Super Duty Crew Cab 2012 36.28% Fisker Karma Sedan 2012 22.95% Jeep Patriot SUV 2012 13.93% Dodge Durango SUV 2012 8.06% Acura ZDX Hatchback 2012 2.84%
|
||||||
|
57 /scratch/Teaching/cars/car_ims/011664.jpg Infiniti QX56 SUV 2011 Infiniti QX56 SUV 2011 99.99% Dodge Ram Pickup 3500 Crew Cab 2010 0.0% Toyota 4Runner SUV 2012 0.0% Audi 100 Wagon 1994 0.0% Volvo XC90 SUV 2007 0.0%
|
||||||
|
58 /scratch/Teaching/cars/car_ims/011444.jpg Hyundai Elantra Touring Hatchback 2012 Land Rover LR2 SUV 2012 19.11% Mercedes-Benz SL-Class Coupe 2009 17.42% Lamborghini Gallardo LP 570-4 Superleggera 2012 10.05% Volvo 240 Sedan 1993 9.4% Audi 100 Sedan 1994 5.76%
|
||||||
|
59 /scratch/Teaching/cars/car_ims/012887.jpg MINI Cooper Roadster Convertible 2012 Nissan NV Passenger Van 2012 22.34% Cadillac SRX SUV 2012 8.71% Ford F-150 Regular Cab 2012 7.5% BMW X3 SUV 2012 6.05% Ford F-450 Super Duty Crew Cab 2012 4.54%
|
||||||
|
60 /scratch/Teaching/cars/car_ims/013452.jpg Mercedes-Benz E-Class Sedan 2012 Fisker Karma Sedan 2012 61.09% Hyundai Azera Sedan 2012 29.85% MINI Cooper Roadster Convertible 2012 4.56% Aston Martin Virage Convertible 2012 1.85% Bugatti Veyron 16.4 Convertible 2009 0.41%
|
||||||
|
61 /scratch/Teaching/cars/car_ims/006813.jpg Dodge Caliber Wagon 2007 GMC Canyon Extended Cab 2012 86.34% Honda Accord Coupe 2012 10.08% Ford Mustang Convertible 2007 1.48% Mercedes-Benz 300-Class Convertible 1993 0.59% Dodge Caliber Wagon 2012 0.37%
|
||||||
|
62 /scratch/Teaching/cars/car_ims/000559.jpg Acura ZDX Hatchback 2012 Jaguar XK XKR 2012 78.37% Jeep Wrangler SUV 2012 3.93% Jeep Patriot SUV 2012 3.35% Lamborghini Diablo Coupe 2001 2.98% Land Rover LR2 SUV 2012 2.2%
|
||||||
|
63 /scratch/Teaching/cars/car_ims/012942.jpg Maybach Landaulet Convertible 2012 Bentley Continental Supersports Conv. Convertible 2012 23.79% Dodge Challenger SRT8 2011 15.74% Chevrolet Corvette Ron Fellows Edition Z06 2007 7.47% Cadillac Escalade EXT Crew Cab 2007 7.03% BMW 3 Series Sedan 2012 4.55%
|
||||||
|
64 /scratch/Teaching/cars/car_ims/006178.jpg Chrysler Aspen SUV 2009 Jeep Liberty SUV 2012 35.6% Chrysler Aspen SUV 2009 17.51% Jeep Wrangler SUV 2012 12.8% Ford F-150 Regular Cab 2012 8.88% Jeep Patriot SUV 2012 5.0%
|
||||||
|
65 /scratch/Teaching/cars/car_ims/011945.jpg Jeep Wrangler SUV 2012 HUMMER H2 SUT Crew Cab 2009 97.68% HUMMER H3T Crew Cab 2010 2.32% Jeep Wrangler SUV 2012 0.0% Ford F-150 Regular Cab 2007 0.0% GMC Canyon Extended Cab 2012 0.0%
|
||||||
|
66 /scratch/Teaching/cars/car_ims/015512.jpg Toyota 4Runner SUV 2012 Toyota 4Runner SUV 2012 36.62% Ford Expedition EL SUV 2009 31.23% Volkswagen Golf Hatchback 1991 7.55% GMC Terrain SUV 2012 5.66% Cadillac Escalade EXT Crew Cab 2007 4.36%
|
||||||
|
67 /scratch/Teaching/cars/car_ims/006994.jpg Dodge Ram Pickup 3500 Crew Cab 2010 Chevrolet Silverado 1500 Hybrid Crew Cab 2012 29.78% Dodge Ram Pickup 3500 Quad Cab 2009 21.85% Dodge Ram Pickup 3500 Crew Cab 2010 17.1% GMC Canyon Extended Cab 2012 11.83% Chevrolet Silverado 1500 Extended Cab 2012 7.64%
|
||||||
|
68 /scratch/Teaching/cars/car_ims/010592.jpg Honda Accord Coupe 2012 Volvo C30 Hatchback 2012 32.34% Dodge Charger SRT-8 2009 11.98% Buick Regal GS 2012 9.9% Honda Accord Coupe 2012 7.75% GMC Canyon Extended Cab 2012 4.21%
|
||||||
|
69 /scratch/Teaching/cars/car_ims/001756.jpg Audi S5 Coupe 2012 Aston Martin Virage Coupe 2012 96.67% Infiniti G Coupe IPL 2012 0.73% Toyota Camry Sedan 2012 0.42% Chevrolet Camaro Convertible 2012 0.33% Chevrolet Malibu Hybrid Sedan 2010 0.28%
|
||||||
|
70 /scratch/Teaching/cars/car_ims/011415.jpg Hyundai Elantra Touring Hatchback 2012 Aston Martin V8 Vantage Coupe 2012 16.27% Nissan Leaf Hatchback 2012 14.11% Daewoo Nubira Wagon 2002 13.23% Suzuki SX4 Hatchback 2012 6.66% Chrysler PT Cruiser Convertible 2008 6.14%
|
||||||
|
71 /scratch/Teaching/cars/car_ims/005608.jpg Chevrolet Silverado 1500 Classic Extended Cab 2007 Ford F-450 Super Duty Crew Cab 2012 62.65% Ford Ranger SuperCab 2011 14.92% Chevrolet Silverado 1500 Extended Cab 2012 12.66% GMC Canyon Extended Cab 2012 3.17% Volkswagen Golf Hatchback 1991 1.37%
|
||||||
|
72 /scratch/Teaching/cars/car_ims/009920.jpg GMC Acadia SUV 2012 Chevrolet Silverado 1500 Hybrid Crew Cab 2012 53.41% Land Rover LR2 SUV 2012 14.48% Ford Edge SUV 2012 8.83% Hyundai Sonata Hybrid Sedan 2012 4.27% Chevrolet Tahoe Hybrid SUV 2012 3.65%
|
||||||
|
73 /scratch/Teaching/cars/car_ims/010178.jpg Geo Metro Convertible 1993 Geo Metro Convertible 1993 88.1% Spyker C8 Coupe 2009 4.93% McLaren MP4-12C Coupe 2012 1.88% Rolls-Royce Phantom Drophead Coupe Convertible 2012 1.0% Acura Integra Type R 2001 0.85%
|
||||||
|
74 /scratch/Teaching/cars/car_ims/005798.jpg Chevrolet Monte Carlo Coupe 2007 Chevrolet Impala Sedan 2007 41.57% Dodge Journey SUV 2012 15.16% Eagle Talon Hatchback 1998 8.74% Chevrolet HHR SS 2010 4.26% Chevrolet Monte Carlo Coupe 2007 3.87%
|
||||||
|
75 /scratch/Teaching/cars/car_ims/004550.jpg Chevrolet Corvette ZR1 2012 Audi S5 Coupe 2012 77.28% Audi S5 Convertible 2012 6.36% Audi S6 Sedan 2011 4.21% Dodge Challenger SRT8 2011 3.52% Chevrolet Corvette ZR1 2012 3.16%
|
||||||
|
76 /scratch/Teaching/cars/car_ims/002643.jpg BMW X6 SUV 2012 Dodge Durango SUV 2012 91.46% Cadillac Escalade EXT Crew Cab 2007 1.11% Cadillac SRX SUV 2012 0.78% Chevrolet Avalanche Crew Cab 2012 0.66% Chevrolet Tahoe Hybrid SUV 2012 0.64%
|
||||||
|
77 /scratch/Teaching/cars/car_ims/002031.jpg Audi TT RS Coupe 2012 Chevrolet Corvette Convertible 2012 33.25% BMW M3 Coupe 2012 27.81% Ferrari 458 Italia Convertible 2012 9.73% Audi R8 Coupe 2012 9.43% Lamborghini Aventador Coupe 2012 5.22%
|
||||||
|
78 /scratch/Teaching/cars/car_ims/005480.jpg Chevrolet TrailBlazer SS 2009 Chevrolet TrailBlazer SS 2009 42.63% Cadillac Escalade EXT Crew Cab 2007 25.95% Land Rover Range Rover SUV 2012 15.19% Toyota Sequoia SUV 2012 4.93% Jeep Liberty SUV 2012 3.08%
|
||||||
|
79 /scratch/Teaching/cars/car_ims/000366.jpg Acura TSX Sedan 2012 Hyundai Veloster Hatchback 2012 58.03% Volvo C30 Hatchback 2012 22.86% Chevrolet HHR SS 2010 8.2% BMW 3 Series Wagon 2012 3.02% Acura TSX Sedan 2012 2.17%
|
||||||
|
80 /scratch/Teaching/cars/car_ims/009205.jpg Ford F-150 Regular Cab 2012 Chevrolet Silverado 2500HD Regular Cab 2012 25.1% Dodge Charger Sedan 2012 16.53% BMW X6 SUV 2012 8.54% Chevrolet Silverado 1500 Regular Cab 2012 6.32% Chevrolet Avalanche Crew Cab 2012 4.3%
|
||||||
|
81 /scratch/Teaching/cars/car_ims/015986.jpg Volvo 240 Sedan 1993 Chrysler Town and Country Minivan 2012 31.8% Acura ZDX Hatchback 2012 12.1% Chrysler PT Cruiser Convertible 2008 10.81% Bentley Continental Flying Spur Sedan 2007 9.96% Rolls-Royce Ghost Sedan 2012 5.21%
|
||||||
|
82 /scratch/Teaching/cars/car_ims/002585.jpg BMW X5 SUV 2007 Land Rover Range Rover SUV 2012 44.21% Cadillac SRX SUV 2012 29.51% BMW X5 SUV 2007 12.18% Land Rover LR2 SUV 2012 4.55% GMC Yukon Hybrid SUV 2012 2.52%
|
||||||
|
83 /scratch/Teaching/cars/car_ims/011047.jpg Hyundai Sonata Hybrid Sedan 2012 Hyundai Sonata Hybrid Sedan 2012 97.55% Acura TSX Sedan 2012 0.83% Audi A5 Coupe 2012 0.56% Hyundai Genesis Sedan 2012 0.29% Hyundai Azera Sedan 2012 0.27%
|
||||||
|
84 /scratch/Teaching/cars/car_ims/010238.jpg HUMMER H3T Crew Cab 2010 HUMMER H3T Crew Cab 2010 86.9% Jeep Wrangler SUV 2012 7.77% Dodge Journey SUV 2012 0.74% Nissan Juke Hatchback 2012 0.71% Lamborghini Aventador Coupe 2012 0.28%
|
||||||
|
85 /scratch/Teaching/cars/car_ims/003994.jpg Buick Enclave SUV 2012 Nissan Juke Hatchback 2012 80.77% BMW 1 Series Coupe 2012 4.73% Dodge Caliber Wagon 2007 1.87% Buick Enclave SUV 2012 1.82% HUMMER H3T Crew Cab 2010 1.42%
|
||||||
|
86 /scratch/Teaching/cars/car_ims/015211.jpg Tesla Model S Sedan 2012 Audi TT Hatchback 2011 47.88% Fisker Karma Sedan 2012 38.18% Audi TTS Coupe 2012 4.27% Tesla Model S Sedan 2012 3.43% Acura TL Sedan 2012 1.2%
|
||||||
|
87 /scratch/Teaching/cars/car_ims/003656.jpg Bugatti Veyron 16.4 Coupe 2009 Bugatti Veyron 16.4 Convertible 2009 100.0% Bugatti Veyron 16.4 Coupe 2009 0.0% MINI Cooper Roadster Convertible 2012 0.0% Spyker C8 Coupe 2009 0.0% Mercedes-Benz SL-Class Coupe 2009 0.0%
|
||||||
|
88 /scratch/Teaching/cars/car_ims/000657.jpg Aston Martin V8 Vantage Convertible 2012 Hyundai Genesis Sedan 2012 95.82% smart fortwo Convertible 2012 1.38% Aston Martin V8 Vantage Convertible 2012 0.43% Mercedes-Benz E-Class Sedan 2012 0.43% Mercedes-Benz C-Class Sedan 2012 0.29%
|
||||||
|
89 /scratch/Teaching/cars/car_ims/015646.jpg Volkswagen Golf Hatchback 2012 Ford Freestar Minivan 2007 46.81% Chevrolet Traverse SUV 2012 18.29% Ram C/V Cargo Van Minivan 2012 10.73% Lincoln Town Car Sedan 2011 6.09% Dodge Durango SUV 2012 5.78%
|
||||||
|
90 /scratch/Teaching/cars/car_ims/016094.jpg Volvo XC90 SUV 2007 Isuzu Ascender SUV 2008 88.83% Ford F-150 Regular Cab 2012 4.5% HUMMER H3T Crew Cab 2010 4.38% Dodge Dakota Club Cab 2007 0.4% Ford E-Series Wagon Van 2012 0.3%
|
||||||
|
91 /scratch/Teaching/cars/car_ims/010810.jpg Hyundai Santa Fe SUV 2012 BMW X6 SUV 2012 62.04% Dodge Caliber Wagon 2012 13.76% BMW X3 SUV 2012 8.63% Dodge Durango SUV 2012 5.3% Volvo XC90 SUV 2007 4.8%
|
||||||
|
92 /scratch/Teaching/cars/car_ims/000661.jpg Aston Martin V8 Vantage Convertible 2012 Aston Martin V8 Vantage Convertible 2012 43.68% Aston Martin Virage Convertible 2012 36.72% Spyker C8 Coupe 2009 12.06% Jaguar XK XKR 2012 1.72% Aston Martin V8 Vantage Coupe 2012 1.63%
|
||||||
|
93 /scratch/Teaching/cars/car_ims/002625.jpg BMW X6 SUV 2012 Dodge Dakota Crew Cab 2010 41.79% Dodge Ram Pickup 3500 Crew Cab 2010 17.64% Dodge Dakota Club Cab 2007 16.81% Cadillac SRX SUV 2012 5.28% Ford Ranger SuperCab 2011 1.97%
|
||||||
|
94 /scratch/Teaching/cars/car_ims/013455.jpg Mercedes-Benz E-Class Sedan 2012 Audi S6 Sedan 2011 36.78% Mercedes-Benz E-Class Sedan 2012 24.14% BMW M5 Sedan 2010 10.32% Mercedes-Benz C-Class Sedan 2012 3.6% BMW 1 Series Coupe 2012 3.44%
|
||||||
|
95 /scratch/Teaching/cars/car_ims/013355.jpg Mercedes-Benz SL-Class Coupe 2009 Bugatti Veyron 16.4 Convertible 2009 80.7% Spyker C8 Coupe 2009 7.55% Mercedes-Benz SL-Class Coupe 2009 7.2% Audi R8 Coupe 2012 1.67% MINI Cooper Roadster Convertible 2012 0.75%
|
||||||
|
96 /scratch/Teaching/cars/car_ims/004964.jpg Chevrolet Impala Sedan 2007 BMW 6 Series Convertible 2007 22.02% Acura Integra Type R 2001 18.64% Geo Metro Convertible 1993 9.02% Ford Fiesta Sedan 2012 6.68% Hyundai Elantra Sedan 2007 6.42%
|
||||||
|
97 /scratch/Teaching/cars/car_ims/007855.jpg Dodge Charger Sedan 2012 Hyundai Azera Sedan 2012 44.05% Audi S6 Sedan 2011 7.67% Hyundai Genesis Sedan 2012 7.23% Spyker C8 Coupe 2009 4.98% Chevrolet Sonic Sedan 2012 4.09%
|
||||||
|
98 /scratch/Teaching/cars/car_ims/003257.jpg Bentley Arnage Sedan 2009 FIAT 500 Abarth 2012 48.98% Cadillac CTS-V Sedan 2012 14.32% Dodge Journey SUV 2012 4.95% HUMMER H2 SUT Crew Cab 2009 4.54% AM General Hummer SUV 2000 3.77%
|
||||||
|
99 /scratch/Teaching/cars/car_ims/003902.jpg Buick Verano Sedan 2012 Honda Accord Coupe 2012 52.17% Chrysler PT Cruiser Convertible 2008 12.34% BMW 1 Series Convertible 2012 10.28% Toyota Corolla Sedan 2012 6.68% Chevrolet Sonic Sedan 2012 5.66%
|
||||||
|
100 /scratch/Teaching/cars/car_ims/008958.jpg Ford Edge SUV 2012 Ford Edge SUV 2012 71.07% GMC Canyon Extended Cab 2012 9.35% Land Rover LR2 SUV 2012 4.18% Chrysler Aspen SUV 2009 3.87% Ford F-450 Super Duty Crew Cab 2012 3.24%
|
||||||
|
101 /scratch/Teaching/cars/car_ims/003322.jpg Bentley Mulsanne Sedan 2011 GMC Terrain SUV 2012 32.34% Mercedes-Benz 300-Class Convertible 1993 12.99% Land Rover Range Rover SUV 2012 9.37% Mercedes-Benz SL-Class Coupe 2009 7.17% Dodge Caliber Wagon 2012 2.84%
|
||||||
|
102 /scratch/Teaching/cars/car_ims/011520.jpg Hyundai Azera Sedan 2012 BMW M3 Coupe 2012 50.96% Audi V8 Sedan 1994 22.1% Hyundai Genesis Sedan 2012 8.59% Honda Odyssey Minivan 2012 6.33% Hyundai Azera Sedan 2012 3.09%
|
||||||
|
103 /scratch/Teaching/cars/car_ims/015443.jpg Toyota Corolla Sedan 2012 Audi S4 Sedan 2012 36.34% Mercedes-Benz C-Class Sedan 2012 16.6% BMW 1 Series Coupe 2012 16.06% Mercedes-Benz SL-Class Coupe 2009 8.46% Hyundai Genesis Sedan 2012 5.9%
|
||||||
|
104 /scratch/Teaching/cars/car_ims/012938.jpg Maybach Landaulet Convertible 2012 Volkswagen Beetle Hatchback 2012 38.21% Chevrolet Impala Sedan 2007 8.97% Mercedes-Benz C-Class Sedan 2012 6.19% Maybach Landaulet Convertible 2012 5.3% Infiniti QX56 SUV 2011 4.43%
|
||||||
|
105 /scratch/Teaching/cars/car_ims/002045.jpg Audi TT RS Coupe 2012 Ferrari California Convertible 2012 31.33% Audi TT Hatchback 2011 22.54% Ferrari 458 Italia Convertible 2012 16.73% Dodge Magnum Wagon 2008 12.91% Chevrolet Camaro Convertible 2012 4.1%
|
||||||
|
106 /scratch/Teaching/cars/car_ims/014333.jpg Ram C/V Cargo Van Minivan 2012 Dodge Sprinter Cargo Van 2009 44.12% Land Rover LR2 SUV 2012 12.85% Chevrolet Express Van 2007 5.95% Ford F-150 Regular Cab 2007 4.41% Ford Ranger SuperCab 2011 3.19%
|
||||||
|
107 /scratch/Teaching/cars/car_ims/003317.jpg Bentley Mulsanne Sedan 2011 Bentley Arnage Sedan 2009 95.85% Jeep Liberty SUV 2012 2.95% Rolls-Royce Phantom Sedan 2012 0.44% Cadillac CTS-V Sedan 2012 0.28% Jeep Patriot SUV 2012 0.17%
|
||||||
|
108 /scratch/Teaching/cars/car_ims/008522.jpg Fisker Karma Sedan 2012 Fisker Karma Sedan 2012 98.29% Volkswagen Beetle Hatchback 2012 0.52% Dodge Durango SUV 2012 0.18% Audi TTS Coupe 2012 0.14% Jeep Patriot SUV 2012 0.12%
|
||||||
|
109 /scratch/Teaching/cars/car_ims/005029.jpg Chevrolet Tahoe Hybrid SUV 2012 Dodge Dakota Crew Cab 2010 99.38% Isuzu Ascender SUV 2008 0.33% Chevrolet Silverado 1500 Extended Cab 2012 0.24% Chevrolet Tahoe Hybrid SUV 2012 0.01% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 0.01%
|
||||||
|
110 /scratch/Teaching/cars/car_ims/003842.jpg Buick Rainier SUV 2007 Cadillac Escalade EXT Crew Cab 2007 69.36% Dodge Dakota Crew Cab 2010 6.02% Chevrolet Silverado 1500 Classic Extended Cab 2007 5.96% Dodge Durango SUV 2007 4.15% Chevrolet Tahoe Hybrid SUV 2012 3.42%
|
||||||
|
111 /scratch/Teaching/cars/car_ims/007993.jpg Eagle Talon Hatchback 1998 Ferrari 458 Italia Coupe 2012 37.79% Eagle Talon Hatchback 1998 22.39% Geo Metro Convertible 1993 11.99% Chevrolet Cobalt SS 2010 6.96% Scion xD Hatchback 2012 4.56%
|
||||||
|
112 /scratch/Teaching/cars/car_ims/007828.jpg Dodge Charger Sedan 2012 Fisker Karma Sedan 2012 37.02% Chevrolet Camaro Convertible 2012 8.76% Dodge Charger Sedan 2012 6.67% Dodge Charger SRT-8 2009 6.65% Ferrari 458 Italia Coupe 2012 5.83%
|
||||||
|
113 /scratch/Teaching/cars/car_ims/000938.jpg Audi RS 4 Convertible 2008 Audi TT Hatchback 2011 73.54% Audi R8 Coupe 2012 7.13% Audi TTS Coupe 2012 6.83% Audi TT RS Coupe 2012 6.73% Honda Accord Coupe 2012 4.37%
|
||||||
|
114 /scratch/Teaching/cars/car_ims/004274.jpg Cadillac Escalade EXT Crew Cab 2007 Cadillac Escalade EXT Crew Cab 2007 81.88% Chevrolet Tahoe Hybrid SUV 2012 3.85% GMC Terrain SUV 2012 2.6% Chevrolet Silverado 1500 Regular Cab 2012 1.63% Ford F-150 Regular Cab 2007 1.48%
|
||||||
|
115 /scratch/Teaching/cars/car_ims/012513.jpg Lamborghini Gallardo LP 570-4 Superleggera 2012 Lamborghini Gallardo LP 570-4 Superleggera 2012 52.84% Acura Integra Type R 2001 21.53% Ford GT Coupe 2006 9.82% Lamborghini Diablo Coupe 2001 4.41% Lamborghini Aventador Coupe 2012 1.58%
|
||||||
|
116 /scratch/Teaching/cars/car_ims/000326.jpg Acura TSX Sedan 2012 Jeep Patriot SUV 2012 50.16% Jeep Liberty SUV 2012 36.41% Fisker Karma Sedan 2012 2.22% Land Rover Range Rover SUV 2012 1.48% Nissan NV Passenger Van 2012 1.41%
|
||||||
|
117 /scratch/Teaching/cars/car_ims/003439.jpg Bentley Continental GT Coupe 2007 Bentley Continental GT Coupe 2012 37.95% BMW X6 SUV 2012 27.79% BMW X3 SUV 2012 25.4% Acura ZDX Hatchback 2012 1.64% Spyker C8 Convertible 2009 0.54%
|
||||||
|
118 /scratch/Teaching/cars/car_ims/006372.jpg Chrysler 300 SRT-8 2010 Bentley Arnage Sedan 2009 83.66% Audi V8 Sedan 1994 3.63% Ford Mustang Convertible 2007 3.14% Eagle Talon Hatchback 1998 3.1% BMW M6 Convertible 2010 2.16%
|
||||||
|
119 /scratch/Teaching/cars/car_ims/014288.jpg Ram C/V Cargo Van Minivan 2012 Chevrolet Sonic Sedan 2012 65.65% Hyundai Sonata Hybrid Sedan 2012 11.58% Spyker C8 Coupe 2009 6.08% BMW M5 Sedan 2010 2.55% Spyker C8 Convertible 2009 1.59%
|
||||||
|
120 /scratch/Teaching/cars/car_ims/000103.jpg Acura RL Sedan 2012 Acura TSX Sedan 2012 99.91% Hyundai Veracruz SUV 2012 0.04% Honda Odyssey Minivan 2012 0.02% Acura ZDX Hatchback 2012 0.01% Hyundai Genesis Sedan 2012 0.01%
|
||||||
|
121 /scratch/Teaching/cars/car_ims/011274.jpg Hyundai Genesis Sedan 2012 Hyundai Genesis Sedan 2012 94.69% Cadillac SRX SUV 2012 2.74% Land Rover LR2 SUV 2012 1.02% Dodge Dakota Crew Cab 2010 0.58% Honda Accord Coupe 2012 0.42%
|
||||||
|
122 /scratch/Teaching/cars/car_ims/008817.jpg Ford Freestar Minivan 2007 Lincoln Town Car Sedan 2011 26.91% Chevrolet Malibu Sedan 2007 21.74% Chevrolet Impala Sedan 2007 12.73% Dodge Caliber Wagon 2012 11.91% Chrysler Sebring Convertible 2010 8.74%
|
||||||
|
123 /scratch/Teaching/cars/car_ims/012545.jpg Lamborghini Diablo Coupe 2001 Lamborghini Diablo Coupe 2001 92.23% Acura Integra Type R 2001 6.98% McLaren MP4-12C Coupe 2012 0.41% Bugatti Veyron 16.4 Coupe 2009 0.16% Chevrolet Cobalt SS 2010 0.07%
|
||||||
|
124 /scratch/Teaching/cars/car_ims/007312.jpg Dodge Dakota Crew Cab 2010 Ford F-450 Super Duty Crew Cab 2012 59.18% Dodge Ram Pickup 3500 Crew Cab 2010 26.04% Dodge Dakota Crew Cab 2010 6.11% Ford Ranger SuperCab 2011 3.4% Jeep Liberty SUV 2012 2.31%
|
||||||
|
125 /scratch/Teaching/cars/car_ims/000877.jpg Aston Martin Virage Coupe 2012 Spyker C8 Coupe 2009 67.92% Aston Martin V8 Vantage Convertible 2012 16.63% Aston Martin Virage Convertible 2012 4.49% BMW M6 Convertible 2010 3.23% Chevrolet Camaro Convertible 2012 1.97%
|
||||||
|
126 /scratch/Teaching/cars/car_ims/004623.jpg Chevrolet Corvette Ron Fellows Edition Z06 2007 Toyota Camry Sedan 2012 20.31% Volkswagen Golf Hatchback 2012 11.49% Volkswagen Beetle Hatchback 2012 8.09% Chevrolet Impala Sedan 2007 7.76% Nissan Leaf Hatchback 2012 5.62%
|
||||||
|
127 /scratch/Teaching/cars/car_ims/005507.jpg Chevrolet TrailBlazer SS 2009 Dodge Durango SUV 2007 45.19% Chevrolet Avalanche Crew Cab 2012 23.31% Cadillac Escalade EXT Crew Cab 2007 10.2% Chevrolet TrailBlazer SS 2009 9.57% Ford Expedition EL SUV 2009 2.74%
|
||||||
|
128 /scratch/Teaching/cars/car_ims/004966.jpg Chevrolet Impala Sedan 2007 Hyundai Genesis Sedan 2012 42.08% Chevrolet Malibu Sedan 2007 17.88% Chevrolet Malibu Hybrid Sedan 2010 13.72% Cadillac CTS-V Sedan 2012 3.35% Honda Accord Sedan 2012 3.28%
|
||||||
|
129 /scratch/Teaching/cars/car_ims/003290.jpg Bentley Mulsanne Sedan 2011 Jeep Liberty SUV 2012 35.87% Bentley Arnage Sedan 2009 30.47% Jeep Grand Cherokee SUV 2012 13.61% GMC Yukon Hybrid SUV 2012 8.22% Nissan NV Passenger Van 2012 5.15%
|
||||||
|
130 /scratch/Teaching/cars/car_ims/005634.jpg Chevrolet Silverado 1500 Classic Extended Cab 2007 Chevrolet Silverado 1500 Classic Extended Cab 2007 99.94% Dodge Ram Pickup 3500 Quad Cab 2009 0.04% Chevrolet Silverado 1500 Extended Cab 2012 0.01% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 0.0% Chevrolet Silverado 2500HD Regular Cab 2012 0.0%
|
||||||
|
131 /scratch/Teaching/cars/car_ims/007448.jpg Dodge Dakota Club Cab 2007 Dodge Durango SUV 2007 69.3% BMW M6 Convertible 2010 13.72% Cadillac Escalade EXT Crew Cab 2007 7.17% Ford Mustang Convertible 2007 2.14% Chrysler 300 SRT-8 2010 1.82%
|
||||||
|
132 /scratch/Teaching/cars/car_ims/006784.jpg Dodge Caliber Wagon 2012 Dodge Caliber Wagon 2012 88.72% Chrysler PT Cruiser Convertible 2008 7.31% Chevrolet Malibu Sedan 2007 1.7% Chevrolet Sonic Sedan 2012 0.69% BMW X3 SUV 2012 0.24%
|
||||||
|
133 /scratch/Teaching/cars/car_ims/006668.jpg Daewoo Nubira Wagon 2002 Ford Focus Sedan 2007 53.83% Chrysler PT Cruiser Convertible 2008 13.69% Plymouth Neon Coupe 1999 12.43% Chevrolet Impala Sedan 2007 7.77% Acura Integra Type R 2001 2.76%
|
||||||
|
134 /scratch/Teaching/cars/car_ims/014457.jpg Rolls-Royce Ghost Sedan 2012 Honda Accord Sedan 2012 18.69% Dodge Challenger SRT8 2011 10.2% Acura RL Sedan 2012 9.16% Chevrolet Traverse SUV 2012 7.68% Dodge Caravan Minivan 1997 6.93%
|
||||||
|
135 /scratch/Teaching/cars/car_ims/011181.jpg Hyundai Accent Sedan 2012 Acura RL Sedan 2012 36.27% BMW 3 Series Wagon 2012 29.01% Honda Accord Coupe 2012 8.94% BMW Z4 Convertible 2012 7.8% Audi S4 Sedan 2007 2.92%
|
||||||
|
136 /scratch/Teaching/cars/car_ims/003581.jpg Bentley Continental Flying Spur Sedan 2007 Bentley Continental Flying Spur Sedan 2007 93.14% Bentley Continental GT Coupe 2007 2.87% Rolls-Royce Ghost Sedan 2012 2.21% Bentley Mulsanne Sedan 2011 0.77% Bentley Continental GT Coupe 2012 0.67%
|
||||||
|
137 /scratch/Teaching/cars/car_ims/002347.jpg BMW 3 Series Sedan 2012 HUMMER H3T Crew Cab 2010 28.34% Nissan NV Passenger Van 2012 19.85% Ford F-450 Super Duty Crew Cab 2012 15.69% BMW 1 Series Coupe 2012 4.97% BMW 1 Series Convertible 2012 4.64%
|
||||||
|
138 /scratch/Teaching/cars/car_ims/012411.jpg Lamborghini Aventador Coupe 2012 Lamborghini Aventador Coupe 2012 99.11% Ferrari 458 Italia Coupe 2012 0.83% McLaren MP4-12C Coupe 2012 0.02% Ferrari California Convertible 2012 0.02% Ferrari 458 Italia Convertible 2012 0.02%
|
||||||
|
139 /scratch/Teaching/cars/car_ims/010704.jpg Hyundai Veloster Hatchback 2012 Hyundai Veloster Hatchback 2012 33.54% Jaguar XK XKR 2012 9.04% BMW Z4 Convertible 2012 6.67% Bugatti Veyron 16.4 Convertible 2009 5.96% Acura Integra Type R 2001 5.49%
|
||||||
|
140 /scratch/Teaching/cars/car_ims/006107.jpg Chrysler Aspen SUV 2009 Jeep Liberty SUV 2012 25.8% Mazda Tribute SUV 2011 20.62% Chevrolet Avalanche Crew Cab 2012 9.39% Jeep Wrangler SUV 2012 7.44% Ford Edge SUV 2012 6.3%
|
||||||
|
141 /scratch/Teaching/cars/car_ims/015936.jpg Volvo 240 Sedan 1993 Dodge Dakota Club Cab 2007 62.87% Mazda Tribute SUV 2011 13.45% Cadillac Escalade EXT Crew Cab 2007 6.49% GMC Terrain SUV 2012 3.96% Jeep Patriot SUV 2012 1.89%
|
||||||
|
142 /scratch/Teaching/cars/car_ims/013451.jpg Mercedes-Benz E-Class Sedan 2012 Mercedes-Benz SL-Class Coupe 2009 61.3% Suzuki SX4 Sedan 2012 4.96% BMW M6 Convertible 2010 4.35% Mercedes-Benz Sprinter Van 2012 4.16% Ford E-Series Wagon Van 2012 3.86%
|
||||||
|
143 /scratch/Teaching/cars/car_ims/003614.jpg Bugatti Veyron 16.4 Convertible 2009 Bugatti Veyron 16.4 Convertible 2009 98.3% Hyundai Genesis Sedan 2012 0.32% MINI Cooper Roadster Convertible 2012 0.3% Mercedes-Benz SL-Class Coupe 2009 0.14% Dodge Challenger SRT8 2011 0.14%
|
||||||
|
144 /scratch/Teaching/cars/car_ims/007272.jpg Dodge Journey SUV 2012 Nissan NV Passenger Van 2012 62.35% Jeep Liberty SUV 2012 15.92% HUMMER H3T Crew Cab 2010 7.59% Lamborghini Diablo Coupe 2001 2.78% AM General Hummer SUV 2000 1.75%
|
||||||
|
145 /scratch/Teaching/cars/car_ims/002665.jpg BMW X6 SUV 2012 Dodge Durango SUV 2012 63.0% Chevrolet Sonic Sedan 2012 13.71% BMW X6 SUV 2012 6.33% Toyota Sequoia SUV 2012 2.99% BMW X5 SUV 2007 2.5%
|
||||||
|
146 /scratch/Teaching/cars/car_ims/009862.jpg GMC Acadia SUV 2012 Ford F-150 Regular Cab 2012 34.46% Isuzu Ascender SUV 2008 23.63% Hyundai Genesis Sedan 2012 13.6% Ford F-450 Super Duty Crew Cab 2012 6.85% Ford Ranger SuperCab 2011 6.07%
|
||||||
|
147 /scratch/Teaching/cars/car_ims/012651.jpg Land Rover Range Rover SUV 2012 Land Rover Range Rover SUV 2012 34.09% Chrysler Aspen SUV 2009 21.63% Dodge Durango SUV 2007 19.21% Jeep Liberty SUV 2012 10.7% Ford Expedition EL SUV 2009 3.97%
|
||||||
|
148 /scratch/Teaching/cars/car_ims/011720.jpg Isuzu Ascender SUV 2008 HUMMER H3T Crew Cab 2010 34.06% Dodge Dakota Club Cab 2007 22.91% Isuzu Ascender SUV 2008 11.7% Dodge Dakota Crew Cab 2010 4.7% Volvo XC90 SUV 2007 3.26%
|
||||||
|
149 /scratch/Teaching/cars/car_ims/006985.jpg Dodge Ram Pickup 3500 Crew Cab 2010 Dodge Ram Pickup 3500 Quad Cab 2009 83.9% Ford F-450 Super Duty Crew Cab 2012 9.97% Dodge Ram Pickup 3500 Crew Cab 2010 5.63% Dodge Dakota Crew Cab 2010 0.45% Ford Ranger SuperCab 2011 0.02%
|
||||||
|
150 /scratch/Teaching/cars/car_ims/006647.jpg Daewoo Nubira Wagon 2002 Lamborghini Diablo Coupe 2001 68.49% Jeep Liberty SUV 2012 6.6% Hyundai Elantra Touring Hatchback 2012 5.78% Chevrolet Traverse SUV 2012 3.81% Plymouth Neon Coupe 1999 2.77%
|
||||||
|
151 /scratch/Teaching/cars/car_ims/014303.jpg Ram C/V Cargo Van Minivan 2012 BMW ActiveHybrid 5 Sedan 2012 45.71% Volkswagen Golf Hatchback 2012 30.85% Chrysler Town and Country Minivan 2012 7.86% BMW M5 Sedan 2010 5.26% Cadillac SRX SUV 2012 2.19%
|
||||||
|
152 /scratch/Teaching/cars/car_ims/007990.jpg Eagle Talon Hatchback 1998 Chevrolet Impala Sedan 2007 31.64% Eagle Talon Hatchback 1998 22.1% Daewoo Nubira Wagon 2002 10.45% BMW Z4 Convertible 2012 5.6% Geo Metro Convertible 1993 5.12%
|
||||||
|
153 /scratch/Teaching/cars/car_ims/000552.jpg Acura ZDX Hatchback 2012 Spyker C8 Coupe 2009 68.65% Hyundai Azera Sedan 2012 20.19% Bentley Continental Supersports Conv. Convertible 2012 3.28% Chevrolet Corvette Ron Fellows Edition Z06 2007 1.57% Mercedes-Benz SL-Class Coupe 2009 0.91%
|
||||||
|
154 /scratch/Teaching/cars/car_ims/009913.jpg GMC Acadia SUV 2012 BMW X5 SUV 2007 32.46% Jeep Grand Cherokee SUV 2012 28.99% Hyundai Veracruz SUV 2012 15.81% GMC Acadia SUV 2012 5.8% Toyota Sequoia SUV 2012 4.46%
|
||||||
|
155 /scratch/Teaching/cars/car_ims/007540.jpg Dodge Magnum Wagon 2008 Dodge Caliber Wagon 2007 81.2% Jeep Grand Cherokee SUV 2012 5.66% Dodge Magnum Wagon 2008 4.63% Chevrolet Impala Sedan 2007 1.7% Chrysler PT Cruiser Convertible 2008 0.81%
|
||||||
|
156 /scratch/Teaching/cars/car_ims/012268.jpg Jeep Compass SUV 2012 Jeep Liberty SUV 2012 49.43% Jeep Patriot SUV 2012 49.03% Jeep Wrangler SUV 2012 0.96% Jeep Grand Cherokee SUV 2012 0.27% HUMMER H3T Crew Cab 2010 0.19%
|
||||||
|
157 /scratch/Teaching/cars/car_ims/001230.jpg Audi V8 Sedan 1994 Audi V8 Sedan 1994 99.48% GMC Acadia SUV 2012 0.19% Volvo 240 Sedan 1993 0.08% Dodge Durango SUV 2007 0.07% Audi 100 Sedan 1994 0.05%
|
||||||
|
158 /scratch/Teaching/cars/car_ims/012155.jpg Jeep Grand Cherokee SUV 2012 Hyundai Elantra Sedan 2007 33.44% FIAT 500 Convertible 2012 18.92% Volvo C30 Hatchback 2012 14.34% Ferrari 458 Italia Convertible 2012 7.42% Suzuki SX4 Hatchback 2012 4.72%
|
||||||
|
159 /scratch/Teaching/cars/car_ims/000155.jpg Acura TL Sedan 2012 Acura TSX Sedan 2012 46.4% Acura TL Sedan 2012 19.65% Suzuki SX4 Sedan 2012 13.02% Porsche Panamera Sedan 2012 6.17% Chevrolet Malibu Sedan 2007 3.12%
|
||||||
|
160 /scratch/Teaching/cars/car_ims/015559.jpg Toyota 4Runner SUV 2012 Hyundai Veracruz SUV 2012 46.86% Toyota 4Runner SUV 2012 35.49% Ford F-150 Regular Cab 2007 7.23% Cadillac Escalade EXT Crew Cab 2007 3.63% Land Rover LR2 SUV 2012 1.82%
|
||||||
|
161 /scratch/Teaching/cars/car_ims/010597.jpg Honda Accord Sedan 2012 Acura TSX Sedan 2012 27.54% Audi TT Hatchback 2011 16.75% BMW X3 SUV 2012 14.49% Mercedes-Benz SL-Class Coupe 2009 11.88% BMW ActiveHybrid 5 Sedan 2012 9.42%
|
||||||
|
162 /scratch/Teaching/cars/car_ims/008018.jpg Eagle Talon Hatchback 1998 Chevrolet Cobalt SS 2010 44.73% Eagle Talon Hatchback 1998 14.67% Bentley Arnage Sedan 2009 7.98% Mercedes-Benz 300-Class Convertible 1993 7.56% Nissan 240SX Coupe 1998 7.11%
|
||||||
|
163 /scratch/Teaching/cars/car_ims/011561.jpg Infiniti G Coupe IPL 2012 Infiniti G Coupe IPL 2012 92.64% Spyker C8 Convertible 2009 3.34% Ford Mustang Convertible 2007 0.71% Bentley Continental GT Coupe 2012 0.28% Acura TL Type-S 2008 0.27%
|
||||||
|
164 /scratch/Teaching/cars/car_ims/014628.jpg Scion xD Hatchback 2012 Dodge Dakota Crew Cab 2010 31.34% Dodge Durango SUV 2007 21.2% Jeep Grand Cherokee SUV 2012 8.37% GMC Canyon Extended Cab 2012 6.49% Jeep Liberty SUV 2012 5.55%
|
||||||
|
165 /scratch/Teaching/cars/car_ims/015185.jpg Tesla Model S Sedan 2012 Buick Regal GS 2012 31.88% Bentley Continental Supersports Conv. Convertible 2012 26.47% Tesla Model S Sedan 2012 11.44% MINI Cooper Roadster Convertible 2012 5.5% Spyker C8 Coupe 2009 3.88%
|
||||||
|
166 /scratch/Teaching/cars/car_ims/006028.jpg Chevrolet Silverado 1500 Regular Cab 2012 Chevrolet Silverado 2500HD Regular Cab 2012 40.3% Chevrolet Silverado 1500 Regular Cab 2012 27.89% Ford F-450 Super Duty Crew Cab 2012 11.87% Chevrolet Silverado 1500 Classic Extended Cab 2007 5.58% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 4.42%
|
||||||
|
167 /scratch/Teaching/cars/car_ims/008838.jpg Ford Freestar Minivan 2007 Chevrolet Sonic Sedan 2012 33.26% Ferrari FF Coupe 2012 13.32% BMW X6 SUV 2012 8.49% Scion xD Hatchback 2012 8.47% BMW 3 Series Sedan 2012 7.8%
|
||||||
|
168 /scratch/Teaching/cars/car_ims/005181.jpg Chevrolet Express Cargo Van 2007 GMC Savana Van 2012 40.93% Chevrolet Express Van 2007 12.67% Chevrolet Express Cargo Van 2007 9.63% Chevrolet Silverado 1500 Extended Cab 2012 8.76% Dodge Dakota Club Cab 2007 8.72%
|
||||||
|
169 /scratch/Teaching/cars/car_ims/000401.jpg Acura TSX Sedan 2012 Acura RL Sedan 2012 85.73% Acura TSX Sedan 2012 5.78% BMW 6 Series Convertible 2007 2.11% Dodge Caliber Wagon 2012 0.89% Honda Accord Coupe 2012 0.77%
|
||||||
|
170 /scratch/Teaching/cars/car_ims/000520.jpg Acura ZDX Hatchback 2012 Infiniti G Coupe IPL 2012 56.11% Chevrolet Corvette ZR1 2012 16.1% Ford Edge SUV 2012 6.58% Buick Regal GS 2012 2.39% Tesla Model S Sedan 2012 1.58%
|
||||||
|
171 /scratch/Teaching/cars/car_ims/003020.jpg BMW X3 SUV 2012 Volvo 240 Sedan 1993 22.88% Chevrolet Impala Sedan 2007 15.01% Ford Mustang Convertible 2007 3.63% Audi 100 Wagon 1994 3.46% Chevrolet Corvette Convertible 2012 2.68%
|
||||||
|
172 /scratch/Teaching/cars/car_ims/011180.jpg Hyundai Accent Sedan 2012 Tesla Model S Sedan 2012 44.6% Hyundai Accent Sedan 2012 31.11% Dodge Journey SUV 2012 20.06% Volvo C30 Hatchback 2012 1.66% Chevrolet Sonic Sedan 2012 0.64%
|
||||||
|
173 /scratch/Teaching/cars/car_ims/012061.jpg Jeep Liberty SUV 2012 Jeep Liberty SUV 2012 95.0% Jeep Wrangler SUV 2012 3.72% Jeep Patriot SUV 2012 0.77% Jeep Grand Cherokee SUV 2012 0.43% Jeep Compass SUV 2012 0.06%
|
||||||
|
174 /scratch/Teaching/cars/car_ims/003993.jpg Buick Enclave SUV 2012 Buick Enclave SUV 2012 90.39% Ford Ranger SuperCab 2011 2.46% Nissan Juke Hatchback 2012 2.45% Suzuki Kizashi Sedan 2012 1.97% Jeep Liberty SUV 2012 1.76%
|
||||||
|
175 /scratch/Teaching/cars/car_ims/015280.jpg Toyota Sequoia SUV 2012 Toyota Sequoia SUV 2012 99.21% Toyota 4Runner SUV 2012 0.5% Mazda Tribute SUV 2011 0.12% Dodge Durango SUV 2007 0.06% Isuzu Ascender SUV 2008 0.04%
|
||||||
|
176 /scratch/Teaching/cars/car_ims/003806.jpg Buick Rainier SUV 2007 Chevrolet Silverado 1500 Extended Cab 2012 36.26% Chevrolet Silverado 1500 Classic Extended Cab 2007 25.87% Dodge Durango SUV 2007 19.34% Ford E-Series Wagon Van 2012 12.68% Dodge Dakota Club Cab 2007 3.61%
|
||||||
|
177 /scratch/Teaching/cars/car_ims/006597.jpg Chrysler PT Cruiser Convertible 2008 Suzuki SX4 Sedan 2012 14.25% Suzuki Aerio Sedan 2007 13.92% Mercedes-Benz C-Class Sedan 2012 13.24% Cadillac SRX SUV 2012 11.66% Suzuki SX4 Hatchback 2012 5.77%
|
||||||
|
178 /scratch/Teaching/cars/car_ims/015331.jpg Toyota Camry Sedan 2012 Mercedes-Benz C-Class Sedan 2012 90.11% BMW 3 Series Wagon 2012 3.59% Dodge Magnum Wagon 2008 1.7% Hyundai Genesis Sedan 2012 1.07% Chrysler 300 SRT-8 2010 0.98%
|
||||||
|
179 /scratch/Teaching/cars/car_ims/008752.jpg Ford Mustang Convertible 2007 Ford Mustang Convertible 2007 35.61% Chevrolet Corvette Convertible 2012 21.23% Chevrolet Camaro Convertible 2012 4.27% BMW 6 Series Convertible 2007 4.21% BMW Z4 Convertible 2012 3.88%
|
||||||
|
180 /scratch/Teaching/cars/car_ims/009055.jpg Ford Ranger SuperCab 2011 Ford Ranger SuperCab 2011 89.4% Ford F-150 Regular Cab 2012 9.64% Jeep Wrangler SUV 2012 0.26% Dodge Ram Pickup 3500 Quad Cab 2009 0.21% HUMMER H3T Crew Cab 2010 0.1%
|
||||||
|
181 /scratch/Teaching/cars/car_ims/004685.jpg Chevrolet Traverse SUV 2012 Porsche Panamera Sedan 2012 19.53% Volkswagen Golf Hatchback 2012 8.54% Aston Martin V8 Vantage Coupe 2012 7.9% Infiniti QX56 SUV 2011 7.55% BMW ActiveHybrid 5 Sedan 2012 7.09%
|
||||||
|
182 /scratch/Teaching/cars/car_ims/013934.jpg Nissan Juke Hatchback 2012 Hyundai Veracruz SUV 2012 86.47% Buick Enclave SUV 2012 9.97% Bentley Continental Flying Spur Sedan 2007 1.16% Infiniti QX56 SUV 2011 0.57% Buick Verano Sedan 2012 0.54%
|
||||||
|
183 /scratch/Teaching/cars/car_ims/007844.jpg Dodge Charger Sedan 2012 Spyker C8 Coupe 2009 68.51% Ford GT Coupe 2006 12.67% Dodge Challenger SRT8 2011 6.84% HUMMER H3T Crew Cab 2010 4.0% Lamborghini Aventador Coupe 2012 2.76%
|
||||||
|
184 /scratch/Teaching/cars/car_ims/011019.jpg Hyundai Sonata Hybrid Sedan 2012 Chevrolet Cobalt SS 2010 11.1% Infiniti G Coupe IPL 2012 9.44% Spyker C8 Convertible 2009 8.88% Audi S4 Sedan 2012 7.55% Chrysler 300 SRT-8 2010 6.67%
|
||||||
|
185 /scratch/Teaching/cars/car_ims/009903.jpg GMC Acadia SUV 2012 Chevrolet Tahoe Hybrid SUV 2012 50.7% Jeep Patriot SUV 2012 33.82% Mazda Tribute SUV 2011 7.35% Isuzu Ascender SUV 2008 4.24% BMW X5 SUV 2007 2.11%
|
||||||
|
186 /scratch/Teaching/cars/car_ims/013801.jpg Nissan Leaf Hatchback 2012 Nissan Leaf Hatchback 2012 39.97% Honda Accord Sedan 2012 32.46% Audi S4 Sedan 2007 11.72% Audi S5 Convertible 2012 7.13% Bugatti Veyron 16.4 Coupe 2009 2.34%
|
||||||
|
187 /scratch/Teaching/cars/car_ims/015092.jpg Suzuki SX4 Hatchback 2012 Audi S5 Convertible 2012 15.49% Audi TT Hatchback 2011 13.91% BMW 1 Series Convertible 2012 9.3% Ford Fiesta Sedan 2012 7.22% Chrysler Sebring Convertible 2010 7.18%
|
||||||
|
188 /scratch/Teaching/cars/car_ims/014192.jpg Porsche Panamera Sedan 2012 Tesla Model S Sedan 2012 43.56% Chevrolet Camaro Convertible 2012 16.55% Fisker Karma Sedan 2012 11.11% Chevrolet Corvette Convertible 2012 8.58% Volkswagen Beetle Hatchback 2012 2.29%
|
||||||
|
189 /scratch/Teaching/cars/car_ims/014078.jpg Nissan 240SX Coupe 1998 Audi V8 Sedan 1994 25.31% Lamborghini Diablo Coupe 2001 20.71% Ford GT Coupe 2006 20.18% Aston Martin V8 Vantage Coupe 2012 11.38% Eagle Talon Hatchback 1998 5.89%
|
||||||
|
190 /scratch/Teaching/cars/car_ims/008877.jpg Ford Expedition EL SUV 2009 Dodge Dakota Crew Cab 2010 46.62% Ford F-450 Super Duty Crew Cab 2012 16.82% Ford Expedition EL SUV 2009 13.16% Isuzu Ascender SUV 2008 5.82% Chevrolet Tahoe Hybrid SUV 2012 4.84%
|
||||||
|
191 /scratch/Teaching/cars/car_ims/011154.jpg Hyundai Elantra Sedan 2007 Chevrolet HHR SS 2010 98.15% Dodge Magnum Wagon 2008 0.93% Chevrolet Cobalt SS 2010 0.25% Nissan Leaf Hatchback 2012 0.22% BMW 3 Series Wagon 2012 0.13%
|
||||||
|
192 /scratch/Teaching/cars/car_ims/003757.jpg Buick Regal GS 2012 Spyker C8 Coupe 2009 62.48% Dodge Challenger SRT8 2011 21.03% Hyundai Azera Sedan 2012 11.15% HUMMER H3T Crew Cab 2010 2.55% BMW X3 SUV 2012 1.03%
|
||||||
|
193 /scratch/Teaching/cars/car_ims/008257.jpg Ferrari FF Coupe 2012 Ferrari FF Coupe 2012 99.71% MINI Cooper Roadster Convertible 2012 0.07% Hyundai Veloster Hatchback 2012 0.04% Spyker C8 Coupe 2009 0.04% Tesla Model S Sedan 2012 0.03%
|
||||||
|
194 /scratch/Teaching/cars/car_ims/007673.jpg Dodge Durango SUV 2012 Ford F-450 Super Duty Crew Cab 2012 79.68% Jeep Patriot SUV 2012 18.35% Bentley Arnage Sedan 2009 0.58% Cadillac Escalade EXT Crew Cab 2007 0.47% Jeep Wrangler SUV 2012 0.24%
|
||||||
|
195 /scratch/Teaching/cars/car_ims/015359.jpg Toyota Camry Sedan 2012 Hyundai Azera Sedan 2012 25.06% MINI Cooper Roadster Convertible 2012 15.99% Chevrolet Corvette ZR1 2012 6.58% Fisker Karma Sedan 2012 6.04% Aston Martin V8 Vantage Convertible 2012 3.55%
|
||||||
|
196 /scratch/Teaching/cars/car_ims/006741.jpg Dodge Caliber Wagon 2012 Volvo C30 Hatchback 2012 25.27% Dodge Journey SUV 2012 17.85% Dodge Caliber Wagon 2012 15.05% Ford Ranger SuperCab 2011 14.17% Dodge Durango SUV 2012 8.63%
|
||||||
|
197 /scratch/Teaching/cars/car_ims/007891.jpg Dodge Charger SRT-8 2009 Dodge Charger SRT-8 2009 94.58% Dodge Magnum Wagon 2008 4.24% Chevrolet Camaro Convertible 2012 0.54% Chevrolet HHR SS 2010 0.23% Volvo C30 Hatchback 2012 0.19%
|
||||||
|
198 /scratch/Teaching/cars/car_ims/008304.jpg Ferrari California Convertible 2012 Ferrari California Convertible 2012 31.49% Ferrari 458 Italia Coupe 2012 19.41% Eagle Talon Hatchback 1998 16.52% Audi TT RS Coupe 2012 8.52% Dodge Magnum Wagon 2008 4.94%
|
||||||
|
199 /scratch/Teaching/cars/car_ims/006669.jpg Daewoo Nubira Wagon 2002 Acura Integra Type R 2001 66.67% Ford GT Coupe 2006 9.31% Chevrolet Corvette ZR1 2012 2.94% Buick Enclave SUV 2012 2.28% Aston Martin V8 Vantage Convertible 2012 1.57%
|
||||||
|
200 /scratch/Teaching/cars/car_ims/005133.jpg Chevrolet Express Cargo Van 2007 Chevrolet Express Van 2007 34.69% Chevrolet Express Cargo Van 2007 27.26% Chevrolet Silverado 1500 Regular Cab 2012 11.98% Chevrolet Silverado 2500HD Regular Cab 2012 5.93% Jeep Wrangler SUV 2012 4.41%
|
||||||
|
201 /scratch/Teaching/cars/car_ims/014121.jpg Plymouth Neon Coupe 1999 Hyundai Elantra Sedan 2007 84.75% Audi S4 Sedan 2012 4.67% Nissan Leaf Hatchback 2012 2.37% Audi S6 Sedan 2011 2.04% Volkswagen Golf Hatchback 2012 1.17%
|
||||||
|
202 /scratch/Teaching/cars/car_ims/004677.jpg Chevrolet Traverse SUV 2012 BMW X3 SUV 2012 62.91% Volkswagen Golf Hatchback 1991 9.31% MINI Cooper Roadster Convertible 2012 4.89% Acura Integra Type R 2001 4.01% Mercedes-Benz 300-Class Convertible 1993 3.92%
|
||||||
|
203 /scratch/Teaching/cars/car_ims/004716.jpg Chevrolet Traverse SUV 2012 BMW X5 SUV 2007 68.36% Ford Edge SUV 2012 21.93% Hyundai Tucson SUV 2012 3.79% BMW X6 SUV 2012 2.28% Chevrolet Traverse SUV 2012 1.0%
|
||||||
|
204 /scratch/Teaching/cars/car_ims/000945.jpg Audi RS 4 Convertible 2008 BMW 1 Series Coupe 2012 39.18% Land Rover LR2 SUV 2012 24.43% BMW Z4 Convertible 2012 12.65% Audi RS 4 Convertible 2008 6.07% Chrysler Crossfire Convertible 2008 5.59%
|
||||||
|
205 /scratch/Teaching/cars/car_ims/005708.jpg Chevrolet Express Van 2007 GMC Canyon Extended Cab 2012 68.49% Chevrolet Silverado 1500 Extended Cab 2012 8.27% Chevrolet Silverado 1500 Classic Extended Cab 2007 6.95% Dodge Ram Pickup 3500 Crew Cab 2010 2.42% Ford Ranger SuperCab 2011 2.34%
|
||||||
|
206 /scratch/Teaching/cars/car_ims/002126.jpg BMW 1 Series Convertible 2012 Audi S5 Convertible 2012 35.24% Audi RS 4 Convertible 2008 25.55% BMW Z4 Convertible 2012 10.28% Audi S6 Sedan 2011 7.68% Audi TTS Coupe 2012 2.07%
|
||||||
|
207 /scratch/Teaching/cars/car_ims/002108.jpg BMW ActiveHybrid 5 Sedan 2012 BMW ActiveHybrid 5 Sedan 2012 89.9% BMW M5 Sedan 2010 6.66% Chevrolet Corvette ZR1 2012 1.67% Dodge Challenger SRT8 2011 0.73% Porsche Panamera Sedan 2012 0.43%
|
||||||
|
208 /scratch/Teaching/cars/car_ims/009359.jpg Ford F-150 Regular Cab 2007 Chevrolet Silverado 1500 Regular Cab 2012 14.99% Ford F-150 Regular Cab 2007 13.26% HUMMER H3T Crew Cab 2010 11.08% Ford F-450 Super Duty Crew Cab 2012 8.5% Chevrolet Silverado 2500HD Regular Cab 2012 6.77%
|
||||||
|
209 /scratch/Teaching/cars/car_ims/000978.jpg Audi A5 Coupe 2012 Audi TT Hatchback 2011 82.42% Audi TT RS Coupe 2012 13.81% Audi S5 Coupe 2012 1.27% Audi A5 Coupe 2012 0.69% Audi S4 Sedan 2012 0.37%
|
||||||
|
210 /scratch/Teaching/cars/car_ims/005809.jpg Chevrolet Monte Carlo Coupe 2007 Bentley Continental Supersports Conv. Convertible 2012 24.8% Dodge Challenger SRT8 2011 18.0% Hyundai Veracruz SUV 2012 15.0% Rolls-Royce Phantom Sedan 2012 11.24% Buick Regal GS 2012 7.98%
|
||||||
|
211 /scratch/Teaching/cars/car_ims/011135.jpg Hyundai Elantra Sedan 2007 Chevrolet HHR SS 2010 56.9% Ferrari 458 Italia Convertible 2012 21.69% Suzuki SX4 Hatchback 2012 7.48% Spyker C8 Coupe 2009 1.42% Ferrari 458 Italia Coupe 2012 1.22%
|
||||||
|
212 /scratch/Teaching/cars/car_ims/008927.jpg Ford Expedition EL SUV 2009 Ford Expedition EL SUV 2009 63.05% Jeep Wrangler SUV 2012 7.1% Ford F-150 Regular Cab 2012 6.16% Dodge Dakota Crew Cab 2010 5.68% Chrysler PT Cruiser Convertible 2008 2.88%
|
||||||
|
213 /scratch/Teaching/cars/car_ims/011168.jpg Hyundai Accent Sedan 2012 Hyundai Accent Sedan 2012 58.66% Nissan Juke Hatchback 2012 15.05% Chevrolet Sonic Sedan 2012 4.61% Dodge Charger Sedan 2012 4.21% Toyota Corolla Sedan 2012 3.71%
|
||||||
|
214 /scratch/Teaching/cars/car_ims/012821.jpg Lincoln Town Car Sedan 2011 Dodge Dakota Crew Cab 2010 74.98% Audi 100 Wagon 1994 8.85% Volvo 240 Sedan 1993 6.11% Bentley Arnage Sedan 2009 1.47% Chrysler Aspen SUV 2009 1.15%
|
||||||
|
215 /scratch/Teaching/cars/car_ims/012510.jpg Lamborghini Gallardo LP 570-4 Superleggera 2012 Chevrolet Corvette ZR1 2012 38.99% Lamborghini Gallardo LP 570-4 Superleggera 2012 14.47% Acura ZDX Hatchback 2012 7.0% Acura Integra Type R 2001 6.02% Ford GT Coupe 2006 3.47%
|
||||||
|
216 /scratch/Teaching/cars/car_ims/011813.jpg Jaguar XK XKR 2012 Chevrolet Corvette ZR1 2012 90.4% Ferrari California Convertible 2012 2.32% Chrysler Sebring Convertible 2010 2.0% BMW M3 Coupe 2012 0.6% Honda Odyssey Minivan 2012 0.59%
|
||||||
|
217 /scratch/Teaching/cars/car_ims/001671.jpg Audi S5 Convertible 2012 Audi V8 Sedan 1994 30.78% Audi S5 Coupe 2012 21.04% Audi A5 Coupe 2012 19.41% Ford Mustang Convertible 2007 9.34% BMW X3 SUV 2012 7.1%
|
||||||
|
218 /scratch/Teaching/cars/car_ims/006710.jpg Dodge Caliber Wagon 2012 BMW 3 Series Wagon 2012 45.16% Jeep Grand Cherokee SUV 2012 15.42% Honda Odyssey Minivan 2012 7.65% GMC Terrain SUV 2012 5.28% Volkswagen Golf Hatchback 2012 2.26%
|
||||||
|
219 /scratch/Teaching/cars/car_ims/014923.jpg Suzuki Kizashi Sedan 2012 BMW X3 SUV 2012 69.91% Chevrolet Sonic Sedan 2012 5.76% Ford F-450 Super Duty Crew Cab 2012 4.28% Suzuki SX4 Sedan 2012 3.27% Audi S5 Convertible 2012 2.06%
|
||||||
|
220 /scratch/Teaching/cars/car_ims/008861.jpg Ford Expedition EL SUV 2009 Jeep Liberty SUV 2012 41.77% Dodge Ram Pickup 3500 Crew Cab 2010 19.85% Ford Expedition EL SUV 2009 11.93% Ford F-450 Super Duty Crew Cab 2012 9.92% Jeep Wrangler SUV 2012 3.1%
|
||||||
|
221 /scratch/Teaching/cars/car_ims/012379.jpg Lamborghini Aventador Coupe 2012 Ferrari 458 Italia Convertible 2012 95.19% Ferrari 458 Italia Coupe 2012 3.18% Chevrolet Corvette Convertible 2012 0.76% Lamborghini Aventador Coupe 2012 0.54% Dodge Magnum Wagon 2008 0.12%
|
||||||
|
222 /scratch/Teaching/cars/car_ims/000863.jpg Aston Martin Virage Coupe 2012 Spyker C8 Coupe 2009 16.23% Spyker C8 Convertible 2009 14.56% Porsche Panamera Sedan 2012 12.94% Aston Martin V8 Vantage Convertible 2012 7.49% Hyundai Genesis Sedan 2012 6.4%
|
||||||
|
223 /scratch/Teaching/cars/car_ims/003840.jpg Buick Rainier SUV 2007 Chevrolet Monte Carlo Coupe 2007 15.15% Ford E-Series Wagon Van 2012 14.25% Chevrolet Express Van 2007 6.46% Mercedes-Benz SL-Class Coupe 2009 6.19% Lamborghini Diablo Coupe 2001 5.72%
|
||||||
|
224 /scratch/Teaching/cars/car_ims/004670.jpg Chevrolet Traverse SUV 2012 Ford Expedition EL SUV 2009 92.48% Dodge Caliber Wagon 2012 2.07% Chevrolet Traverse SUV 2012 2.0% Chrysler PT Cruiser Convertible 2008 1.37% Buick Rainier SUV 2007 0.81%
|
||||||
|
225 /scratch/Teaching/cars/car_ims/010720.jpg Hyundai Veloster Hatchback 2012 Spyker C8 Coupe 2009 74.01% Lamborghini Aventador Coupe 2012 11.78% Dodge Charger SRT-8 2009 2.61% Chevrolet Camaro Convertible 2012 1.91% Aston Martin V8 Vantage Coupe 2012 1.53%
|
||||||
|
226 /scratch/Teaching/cars/car_ims/012567.jpg Lamborghini Diablo Coupe 2001 Lamborghini Diablo Coupe 2001 99.58% Ford GT Coupe 2006 0.25% Aston Martin Virage Coupe 2012 0.05% Jeep Wrangler SUV 2012 0.04% AM General Hummer SUV 2000 0.03%
|
||||||
|
227 /scratch/Teaching/cars/car_ims/008549.jpg Fisker Karma Sedan 2012 Audi TTS Coupe 2012 62.01% BMW 6 Series Convertible 2007 19.85% Audi A5 Coupe 2012 5.54% Chevrolet Camaro Convertible 2012 3.31% Audi R8 Coupe 2012 2.38%
|
||||||
|
228 /scratch/Teaching/cars/car_ims/007429.jpg Dodge Dakota Club Cab 2007 GMC Canyon Extended Cab 2012 71.83% Dodge Dakota Crew Cab 2010 19.19% Chevrolet Silverado 2500HD Regular Cab 2012 2.32% Chevrolet Silverado 1500 Regular Cab 2012 1.9% Ford F-150 Regular Cab 2007 1.68%
|
||||||
|
229 /scratch/Teaching/cars/car_ims/003756.jpg Buick Regal GS 2012 Geo Metro Convertible 1993 48.11% Chevrolet Sonic Sedan 2012 26.25% BMW 1 Series Coupe 2012 6.09% Mercedes-Benz 300-Class Convertible 1993 3.32% Volvo C30 Hatchback 2012 2.09%
|
||||||
|
230 /scratch/Teaching/cars/car_ims/010408.jpg Honda Odyssey Minivan 2012 Honda Odyssey Minivan 2012 97.88% Acura TSX Sedan 2012 0.52% Chevrolet Malibu Sedan 2007 0.32% BMW X3 SUV 2012 0.14% Chevrolet Malibu Hybrid Sedan 2010 0.14%
|
||||||
|
231 /scratch/Teaching/cars/car_ims/012582.jpg Lamborghini Diablo Coupe 2001 Lamborghini Diablo Coupe 2001 55.65% Honda Odyssey Minivan 2007 9.08% Acura Integra Type R 2001 6.72% Hyundai Veloster Hatchback 2012 5.06% Lamborghini Gallardo LP 570-4 Superleggera 2012 4.31%
|
||||||
|
232 /scratch/Teaching/cars/car_ims/001825.jpg Audi S4 Sedan 2012 Honda Accord Coupe 2012 22.97% Chevrolet Malibu Hybrid Sedan 2010 9.67% Dodge Magnum Wagon 2008 7.07% Hyundai Genesis Sedan 2012 6.83% Mercedes-Benz C-Class Sedan 2012 5.55%
|
||||||
|
233 /scratch/Teaching/cars/car_ims/000762.jpg Aston Martin Virage Convertible 2012 Aston Martin V8 Vantage Coupe 2012 42.7% Tesla Model S Sedan 2012 26.43% Ferrari California Convertible 2012 7.61% Aston Martin V8 Vantage Convertible 2012 5.29% Bugatti Veyron 16.4 Convertible 2009 5.1%
|
||||||
|
234 /scratch/Teaching/cars/car_ims/004485.jpg Chevrolet Corvette ZR1 2012 Ferrari 458 Italia Coupe 2012 90.26% Lamborghini Aventador Coupe 2012 5.6% Ferrari 458 Italia Convertible 2012 0.92% Ford GT Coupe 2006 0.72% Geo Metro Convertible 1993 0.54%
|
||||||
|
235 /scratch/Teaching/cars/car_ims/013753.jpg Mitsubishi Lancer Sedan 2012 Volvo C30 Hatchback 2012 65.47% Audi TT RS Coupe 2012 7.85% BMW X6 SUV 2012 5.72% Jaguar XK XKR 2012 5.71% Jeep Wrangler SUV 2012 2.97%
|
||||||
|
236 /scratch/Teaching/cars/car_ims/010711.jpg Hyundai Veloster Hatchback 2012 Aston Martin Virage Coupe 2012 64.1% Spyker C8 Convertible 2009 24.8% Lamborghini Aventador Coupe 2012 7.21% HUMMER H3T Crew Cab 2010 1.47% McLaren MP4-12C Coupe 2012 0.78%
|
||||||
|
237 /scratch/Teaching/cars/car_ims/010006.jpg GMC Canyon Extended Cab 2012 Jeep Wrangler SUV 2012 91.56% GMC Canyon Extended Cab 2012 4.02% Chevrolet TrailBlazer SS 2009 0.67% Honda Accord Coupe 2012 0.5% Audi R8 Coupe 2012 0.4%
|
||||||
|
238 /scratch/Teaching/cars/car_ims/000253.jpg Acura TL Type-S 2008 Cadillac CTS-V Sedan 2012 59.14% Fisker Karma Sedan 2012 10.95% Ford Mustang Convertible 2007 6.91% Chevrolet Camaro Convertible 2012 3.27% Suzuki Kizashi Sedan 2012 3.23%
|
||||||
|
239 /scratch/Teaching/cars/car_ims/003549.jpg Bentley Continental Flying Spur Sedan 2007 Geo Metro Convertible 1993 50.03% Ford F-150 Regular Cab 2012 7.15% Land Rover Range Rover SUV 2012 6.56% Volvo C30 Hatchback 2012 4.46% Audi 100 Wagon 1994 2.68%
|
||||||
|
240 /scratch/Teaching/cars/car_ims/009828.jpg GMC Yukon Hybrid SUV 2012 Jeep Patriot SUV 2012 55.72% Dodge Durango SUV 2007 23.75% Buick Rainier SUV 2007 10.06% Chevrolet Tahoe Hybrid SUV 2012 5.17% Volkswagen Golf Hatchback 1991 3.24%
|
||||||
|
241 /scratch/Teaching/cars/car_ims/002816.jpg BMW M5 Sedan 2010 Chevrolet Sonic Sedan 2012 46.67% Jeep Compass SUV 2012 32.87% Acura RL Sedan 2012 2.27% Cadillac CTS-V Sedan 2012 2.15% Chevrolet Cobalt SS 2010 1.59%
|
||||||
|
242 /scratch/Teaching/cars/car_ims/002176.jpg BMW 1 Series Convertible 2012 BMW 1 Series Convertible 2012 96.47% Chevrolet Cobalt SS 2010 1.35% Ford Mustang Convertible 2007 0.59% BMW 1 Series Coupe 2012 0.34% Dodge Charger Sedan 2012 0.23%
|
||||||
|
243 /scratch/Teaching/cars/car_ims/006264.jpg Chrysler Sebring Convertible 2010 Ferrari 458 Italia Coupe 2012 28.1% BMW 3 Series Wagon 2012 15.03% Lamborghini Aventador Coupe 2012 5.2% Spyker C8 Coupe 2009 5.13% Ford Mustang Convertible 2007 5.04%
|
||||||
|
244 /scratch/Teaching/cars/car_ims/007496.jpg Dodge Magnum Wagon 2008 Dodge Magnum Wagon 2008 59.75% Audi TT Hatchback 2011 38.89% Audi TT RS Coupe 2012 0.99% Dodge Charger Sedan 2012 0.18% Toyota Camry Sedan 2012 0.08%
|
||||||
|
245 /scratch/Teaching/cars/car_ims/000032.jpg AM General Hummer SUV 2000 Ford F-450 Super Duty Crew Cab 2012 82.56% Ford Expedition EL SUV 2009 14.35% Ford Edge SUV 2012 1.91% Ford F-150 Regular Cab 2012 0.29% GMC Terrain SUV 2012 0.16%
|
||||||
|
246 /scratch/Teaching/cars/car_ims/015548.jpg Toyota 4Runner SUV 2012 Dodge Dakota Crew Cab 2010 72.86% Ford F-450 Super Duty Crew Cab 2012 7.8% Jeep Compass SUV 2012 5.95% Jeep Patriot SUV 2012 3.12% Isuzu Ascender SUV 2008 2.35%
|
||||||
|
247 /scratch/Teaching/cars/car_ims/011972.jpg Jeep Wrangler SUV 2012 Jeep Wrangler SUV 2012 96.38% AM General Hummer SUV 2000 2.6% Jeep Liberty SUV 2012 0.45% Ford Ranger SuperCab 2011 0.16% HUMMER H3T Crew Cab 2010 0.15%
|
||||||
|
248 /scratch/Teaching/cars/car_ims/002026.jpg Audi TT RS Coupe 2012 Audi TT RS Coupe 2012 46.25% Volvo C30 Hatchback 2012 42.79% Audi S4 Sedan 2012 5.6% Chevrolet Sonic Sedan 2012 3.14% Chevrolet HHR SS 2010 1.24%
|
||||||
|
249 /scratch/Teaching/cars/car_ims/001804.jpg Audi S5 Coupe 2012 Audi A5 Coupe 2012 42.11% Audi S4 Sedan 2012 23.5% BMW 6 Series Convertible 2007 13.18% Audi S5 Convertible 2012 11.1% BMW Z4 Convertible 2012 5.45%
|
||||||
|
250 /scratch/Teaching/cars/car_ims/013410.jpg Mercedes-Benz E-Class Sedan 2012 Ford F-450 Super Duty Crew Cab 2012 98.87% Ford Ranger SuperCab 2011 0.72% Ford F-150 Regular Cab 2012 0.15% Dodge Ram Pickup 3500 Crew Cab 2010 0.12% Dodge Ram Pickup 3500 Quad Cab 2009 0.05%
|
||||||
|
251 /scratch/Teaching/cars/car_ims/013072.jpg McLaren MP4-12C Coupe 2012 Lamborghini Aventador Coupe 2012 71.87% Aston Martin Virage Coupe 2012 13.64% McLaren MP4-12C Coupe 2012 5.75% BMW Z4 Convertible 2012 2.1% BMW 1 Series Coupe 2012 1.65%
|
||||||
|
252 /scratch/Teaching/cars/car_ims/005154.jpg Chevrolet Express Cargo Van 2007 Chevrolet Express Van 2007 94.13% Chevrolet Silverado 1500 Extended Cab 2012 1.69% Chevrolet Silverado 1500 Regular Cab 2012 0.83% GMC Savana Van 2012 0.78% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 0.51%
|
||||||
|
253 /scratch/Teaching/cars/car_ims/015438.jpg Toyota Corolla Sedan 2012 Hyundai Tucson SUV 2012 54.29% Audi TT RS Coupe 2012 16.88% Chevrolet Malibu Hybrid Sedan 2010 10.21% Cadillac SRX SUV 2012 4.3% Buick Verano Sedan 2012 2.71%
|
||||||
|
254 /scratch/Teaching/cars/car_ims/000442.jpg Acura Integra Type R 2001 Geo Metro Convertible 1993 66.14% Acura Integra Type R 2001 20.43% McLaren MP4-12C Coupe 2012 5.87% Bentley Continental GT Coupe 2012 2.36% Ford GT Coupe 2006 0.73%
|
||||||
|
255 /scratch/Teaching/cars/car_ims/009008.jpg Ford Edge SUV 2012 Jeep Wrangler SUV 2012 47.76% Nissan Juke Hatchback 2012 26.52% Ford Ranger SuperCab 2011 17.33% Ford Edge SUV 2012 3.34% Dodge Charger Sedan 2012 1.78%
|
||||||
|
256 /scratch/Teaching/cars/car_ims/008617.jpg Ford F-450 Super Duty Crew Cab 2012 Nissan NV Passenger Van 2012 17.85% Audi V8 Sedan 1994 11.09% Ford GT Coupe 2006 9.78% BMW M6 Convertible 2010 8.66% Spyker C8 Convertible 2009 8.05%
|
||||||
|
257 /scratch/Teaching/cars/car_ims/008530.jpg Fisker Karma Sedan 2012 Mercedes-Benz E-Class Sedan 2012 20.22% Infiniti G Coupe IPL 2012 11.45% Rolls-Royce Phantom Sedan 2012 8.46% BMW 6 Series Convertible 2007 8.26% Bentley Continental Supersports Conv. Convertible 2012 4.28%
|
||||||
|
258 /scratch/Teaching/cars/car_ims/010852.jpg Hyundai Tucson SUV 2012 Chevrolet Traverse SUV 2012 57.14% Chevrolet Malibu Hybrid Sedan 2010 13.68% Honda Odyssey Minivan 2012 7.44% Hyundai Genesis Sedan 2012 3.52% Chevrolet Malibu Sedan 2007 3.5%
|
||||||
|
259 /scratch/Teaching/cars/car_ims/006802.jpg Dodge Caliber Wagon 2007 Dodge Caliber Wagon 2012 35.73% Volvo C30 Hatchback 2012 31.97% Dodge Caliber Wagon 2007 6.94% BMW 1 Series Convertible 2012 5.64% Hyundai Accent Sedan 2012 5.51%
|
||||||
|
260 /scratch/Teaching/cars/car_ims/013076.jpg McLaren MP4-12C Coupe 2012 Ferrari California Convertible 2012 79.03% McLaren MP4-12C Coupe 2012 5.36% Audi TTS Coupe 2012 2.43% BMW 1 Series Coupe 2012 1.81% BMW M3 Coupe 2012 1.7%
|
||||||
|
261 /scratch/Teaching/cars/car_ims/012852.jpg Lincoln Town Car Sedan 2011 Lincoln Town Car Sedan 2011 83.25% Chevrolet Malibu Sedan 2007 7.35% Hyundai Tucson SUV 2012 1.59% Hyundai Elantra Touring Hatchback 2012 1.44% Dodge Magnum Wagon 2008 1.33%
|
||||||
|
262 /scratch/Teaching/cars/car_ims/012811.jpg Lincoln Town Car Sedan 2011 Toyota Corolla Sedan 2012 54.94% Lincoln Town Car Sedan 2011 24.02% Jaguar XK XKR 2012 13.36% Suzuki Kizashi Sedan 2012 3.38% Land Rover LR2 SUV 2012 1.31%
|
||||||
|
263 /scratch/Teaching/cars/car_ims/008900.jpg Ford Expedition EL SUV 2009 Ford F-450 Super Duty Crew Cab 2012 39.55% Land Rover Range Rover SUV 2012 32.87% GMC Terrain SUV 2012 3.36% Dodge Ram Pickup 3500 Crew Cab 2010 2.84% Cadillac CTS-V Sedan 2012 2.77%
|
||||||
|
264 /scratch/Teaching/cars/car_ims/014814.jpg Spyker C8 Coupe 2009 Aston Martin V8 Vantage Convertible 2012 45.32% Aston Martin V8 Vantage Coupe 2012 43.28% Audi R8 Coupe 2012 3.25% Ferrari California Convertible 2012 3.08% Audi TT RS Coupe 2012 2.9%
|
||||||
|
265 /scratch/Teaching/cars/car_ims/002955.jpg BMW X3 SUV 2012 BMW M6 Convertible 2010 24.31% smart fortwo Convertible 2012 16.92% BMW X3 SUV 2012 11.29% Dodge Durango SUV 2007 9.78% Hyundai Azera Sedan 2012 4.54%
|
||||||
|
266 /scratch/Teaching/cars/car_ims/003608.jpg Bugatti Veyron 16.4 Convertible 2009 Nissan NV Passenger Van 2012 26.47% Land Rover LR2 SUV 2012 14.29% Ford E-Series Wagon Van 2012 11.59% AM General Hummer SUV 2000 10.09% Jeep Liberty SUV 2012 9.71%
|
||||||
|
267 /scratch/Teaching/cars/car_ims/015756.jpg Volkswagen Golf Hatchback 1991 Volkswagen Golf Hatchback 1991 88.16% Chrysler PT Cruiser Convertible 2008 4.45% Ford Mustang Convertible 2007 3.11% Chevrolet Avalanche Crew Cab 2012 0.49% Chevrolet Malibu Sedan 2007 0.39%
|
||||||
|
268 /scratch/Teaching/cars/car_ims/002794.jpg BMW M5 Sedan 2010 Bentley Arnage Sedan 2009 47.43% BMW Z4 Convertible 2012 8.66% Porsche Panamera Sedan 2012 7.73% Audi V8 Sedan 1994 7.34% Bugatti Veyron 16.4 Convertible 2009 4.76%
|
||||||
|
269 /scratch/Teaching/cars/car_ims/009363.jpg Ford F-150 Regular Cab 2007 GMC Canyon Extended Cab 2012 59.11% Ford F-150 Regular Cab 2007 23.43% Jeep Wrangler SUV 2012 8.79% Chevrolet Silverado 2500HD Regular Cab 2012 1.57% Ford Ranger SuperCab 2011 1.55%
|
||||||
|
270 /scratch/Teaching/cars/car_ims/002020.jpg Audi TT RS Coupe 2012 Audi TT RS Coupe 2012 97.14% Audi S4 Sedan 2012 1.76% Audi TTS Coupe 2012 0.62% Audi TT Hatchback 2011 0.34% Audi A5 Coupe 2012 0.12%
|
||||||
|
271 /scratch/Teaching/cars/car_ims/009053.jpg Ford Ranger SuperCab 2011 Ford F-450 Super Duty Crew Cab 2012 49.73% Chevrolet Sonic Sedan 2012 30.43% Jeep Patriot SUV 2012 6.06% HUMMER H3T Crew Cab 2010 5.43% Dodge Durango SUV 2012 2.55%
|
||||||
|
272 /scratch/Teaching/cars/car_ims/009707.jpg GMC Terrain SUV 2012 Land Rover LR2 SUV 2012 44.4% GMC Terrain SUV 2012 21.16% Toyota 4Runner SUV 2012 8.78% Ford F-150 Regular Cab 2012 4.42% Land Rover Range Rover SUV 2012 4.18%
|
||||||
|
273 /scratch/Teaching/cars/car_ims/016042.jpg Volvo XC90 SUV 2007 Toyota Sequoia SUV 2012 25.67% Chrysler Aspen SUV 2009 16.8% Buick Rainier SUV 2007 11.48% Infiniti QX56 SUV 2011 9.78% Dodge Ram Pickup 3500 Crew Cab 2010 6.88%
|
||||||
|
274 /scratch/Teaching/cars/car_ims/011001.jpg Hyundai Veracruz SUV 2012 Hyundai Veracruz SUV 2012 33.05% Nissan Juke Hatchback 2012 17.7% Suzuki SX4 Hatchback 2012 14.75% Suzuki SX4 Sedan 2012 9.66% Chevrolet Traverse SUV 2012 7.82%
|
||||||
|
275 /scratch/Teaching/cars/car_ims/010013.jpg GMC Canyon Extended Cab 2012 Chevrolet Silverado 2500HD Regular Cab 2012 41.78% GMC Canyon Extended Cab 2012 35.29% Chevrolet Silverado 1500 Extended Cab 2012 3.77% HUMMER H3T Crew Cab 2010 3.48% Dodge Ram Pickup 3500 Crew Cab 2010 2.57%
|
||||||
|
276 /scratch/Teaching/cars/car_ims/005687.jpg Chevrolet Express Van 2007 Land Rover Range Rover SUV 2012 10.8% Bentley Continental Flying Spur Sedan 2007 9.6% Bentley Arnage Sedan 2009 7.84% Suzuki Aerio Sedan 2007 7.31% Volvo XC90 SUV 2007 6.86%
|
||||||
|
277 /scratch/Teaching/cars/car_ims/004086.jpg Cadillac CTS-V Sedan 2012 Nissan Juke Hatchback 2012 30.82% Bentley Mulsanne Sedan 2011 18.82% Cadillac CTS-V Sedan 2012 15.26% Mercedes-Benz SL-Class Coupe 2009 5.93% Bentley Continental Flying Spur Sedan 2007 5.85%
|
||||||
|
278 /scratch/Teaching/cars/car_ims/004765.jpg Chevrolet Camaro Convertible 2012 Ford GT Coupe 2006 46.72% Chevrolet Corvette Ron Fellows Edition Z06 2007 10.16% MINI Cooper Roadster Convertible 2012 8.19% Chevrolet Cobalt SS 2010 7.39% Bugatti Veyron 16.4 Convertible 2009 4.59%
|
||||||
|
279 /scratch/Teaching/cars/car_ims/010547.jpg Honda Accord Coupe 2012 Ford Mustang Convertible 2007 52.63% Dodge Charger Sedan 2012 13.48% Bentley Continental GT Coupe 2007 7.25% Honda Accord Sedan 2012 4.75% Dodge Challenger SRT8 2011 2.15%
|
||||||
|
280 /scratch/Teaching/cars/car_ims/005586.jpg Chevrolet Silverado 2500HD Regular Cab 2012 Chevrolet Silverado 1500 Hybrid Crew Cab 2012 27.29% Chevrolet Silverado 1500 Classic Extended Cab 2007 25.73% Toyota Sequoia SUV 2012 9.22% Volvo XC90 SUV 2007 6.29% Dodge Durango SUV 2007 6.14%
|
||||||
|
281 /scratch/Teaching/cars/car_ims/012096.jpg Jeep Liberty SUV 2012 Jeep Wrangler SUV 2012 39.68% HUMMER H3T Crew Cab 2010 14.03% Ford F-150 Regular Cab 2012 6.2% Jeep Grand Cherokee SUV 2012 4.61% Ford Ranger SuperCab 2011 3.32%
|
||||||
|
282 /scratch/Teaching/cars/car_ims/007388.jpg Dodge Dakota Club Cab 2007 Chevrolet Silverado 1500 Classic Extended Cab 2007 59.95% Dodge Dakota Club Cab 2007 18.32% Chevrolet Silverado 1500 Extended Cab 2012 14.39% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 5.68% Ford F-450 Super Duty Crew Cab 2012 0.77%
|
||||||
|
283 /scratch/Teaching/cars/car_ims/009123.jpg Ford GT Coupe 2006 Spyker C8 Coupe 2009 71.81% Ford GT Coupe 2006 24.91% Fisker Karma Sedan 2012 0.98% Aston Martin V8 Vantage Convertible 2012 0.95% Spyker C8 Convertible 2009 0.83%
|
||||||
|
284 /scratch/Teaching/cars/car_ims/000477.jpg Acura Integra Type R 2001 Audi RS 4 Convertible 2008 69.79% Audi S5 Coupe 2012 11.17% Mercedes-Benz SL-Class Coupe 2009 6.66% BMW M5 Sedan 2010 3.09% BMW 3 Series Wagon 2012 1.34%
|
||||||
|
285 /scratch/Teaching/cars/car_ims/004404.jpg Chevrolet Corvette Convertible 2012 Lamborghini Diablo Coupe 2001 94.01% Ford GT Coupe 2006 2.25% Aston Martin Virage Coupe 2012 2.15% Chevrolet Corvette Convertible 2012 0.86% Audi RS 4 Convertible 2008 0.25%
|
||||||
|
286 /scratch/Teaching/cars/car_ims/002037.jpg Audi TT RS Coupe 2012 Audi TT RS Coupe 2012 97.08% Honda Accord Coupe 2012 1.6% Chevrolet Sonic Sedan 2012 0.75% Ferrari California Convertible 2012 0.41% Ferrari 458 Italia Coupe 2012 0.03%
|
||||||
|
287 /scratch/Teaching/cars/car_ims/007324.jpg Dodge Dakota Crew Cab 2010 Dodge Dakota Club Cab 2007 96.06% Dodge Caliber Wagon 2012 1.97% Ford Ranger SuperCab 2011 0.68% Dodge Dakota Crew Cab 2010 0.28% Dodge Durango SUV 2007 0.28%
|
||||||
|
288 /scratch/Teaching/cars/car_ims/009319.jpg Ford F-150 Regular Cab 2007 Chevrolet Silverado 2500HD Regular Cab 2012 98.44% GMC Canyon Extended Cab 2012 0.9% Chevrolet Silverado 1500 Regular Cab 2012 0.6% Chevrolet Silverado 1500 Extended Cab 2012 0.05% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 0.0%
|
||||||
|
289 /scratch/Teaching/cars/car_ims/013428.jpg Mercedes-Benz E-Class Sedan 2012 Volkswagen Golf Hatchback 1991 44.21% Ford F-450 Super Duty Crew Cab 2012 15.02% Mitsubishi Lancer Sedan 2012 10.34% Chevrolet Sonic Sedan 2012 6.0% Ford F-150 Regular Cab 2007 3.75%
|
||||||
|
290 /scratch/Teaching/cars/car_ims/014211.jpg Porsche Panamera Sedan 2012 Audi V8 Sedan 1994 65.45% Dodge Sprinter Cargo Van 2009 34.04% Mercedes-Benz Sprinter Van 2012 0.18% Audi 100 Sedan 1994 0.14% Mercedes-Benz SL-Class Coupe 2009 0.09%
|
||||||
|
291 /scratch/Teaching/cars/car_ims/012554.jpg Lamborghini Diablo Coupe 2001 Jeep Patriot SUV 2012 30.4% Ferrari 458 Italia Coupe 2012 22.16% Lamborghini Diablo Coupe 2001 10.73% Audi RS 4 Convertible 2008 8.99% Chevrolet Sonic Sedan 2012 4.74%
|
||||||
|
292 /scratch/Teaching/cars/car_ims/002432.jpg BMW 3 Series Wagon 2012 BMW 3 Series Wagon 2012 99.73% Bentley Arnage Sedan 2009 0.07% Acura TL Sedan 2012 0.07% BMW 1 Series Coupe 2012 0.03% Audi S5 Coupe 2012 0.03%
|
||||||
|
293 /scratch/Teaching/cars/car_ims/004120.jpg Cadillac CTS-V Sedan 2012 Volkswagen Beetle Hatchback 2012 32.46% Hyundai Genesis Sedan 2012 16.15% BMW Z4 Convertible 2012 3.18% Hyundai Azera Sedan 2012 2.85% Chevrolet Corvette ZR1 2012 2.74%
|
||||||
|
294 /scratch/Teaching/cars/car_ims/015034.jpg Suzuki SX4 Hatchback 2012 Suzuki SX4 Hatchback 2012 13.27% Ford Ranger SuperCab 2011 11.59% Jeep Wrangler SUV 2012 9.73% Dodge Durango SUV 2007 8.51% Hyundai Sonata Sedan 2012 6.92%
|
||||||
|
295 /scratch/Teaching/cars/car_ims/003880.jpg Buick Rainier SUV 2007 Ford F-150 Regular Cab 2012 30.92% Jeep Liberty SUV 2012 25.73% Ford F-150 Regular Cab 2007 9.18% Volvo XC90 SUV 2007 9.16% Jeep Wrangler SUV 2012 5.25%
|
||||||
|
296 /scratch/Teaching/cars/car_ims/012610.jpg Land Rover Range Rover SUV 2012 Land Rover Range Rover SUV 2012 35.61% Dodge Dakota Crew Cab 2010 15.16% Jeep Liberty SUV 2012 9.63% Bentley Arnage Sedan 2009 9.36% Ford Mustang Convertible 2007 6.68%
|
||||||
|
297 /scratch/Teaching/cars/car_ims/002848.jpg BMW M5 Sedan 2010 Audi S4 Sedan 2012 25.89% Porsche Panamera Sedan 2012 24.09% BMW M5 Sedan 2010 16.55% Acura TL Type-S 2008 12.82% Suzuki Kizashi Sedan 2012 8.84%
|
||||||
|
298 /scratch/Teaching/cars/car_ims/013493.jpg Mercedes-Benz S-Class Sedan 2012 Cadillac CTS-V Sedan 2012 16.33% Acura ZDX Hatchback 2012 14.86% Plymouth Neon Coupe 1999 9.57% Cadillac SRX SUV 2012 9.19% Chrysler Sebring Convertible 2010 7.78%
|
||||||
|
299 /scratch/Teaching/cars/car_ims/012480.jpg Lamborghini Gallardo LP 570-4 Superleggera 2012 Chevrolet Corvette ZR1 2012 47.24% Mercedes-Benz 300-Class Convertible 1993 7.31% Chevrolet Cobalt SS 2010 6.35% Rolls-Royce Phantom Drophead Coupe Convertible 2012 3.97% Acura TL Type-S 2008 3.88%
|
||||||
|
300 /scratch/Teaching/cars/car_ims/011969.jpg Jeep Wrangler SUV 2012 Ford F-450 Super Duty Crew Cab 2012 98.56% Dodge Ram Pickup 3500 Crew Cab 2010 0.82% Ford F-150 Regular Cab 2012 0.41% Chevrolet Silverado 1500 Regular Cab 2012 0.06% Ford Expedition EL SUV 2009 0.03%
|
||||||
|
301 /scratch/Teaching/cars/car_ims/009323.jpg Ford F-150 Regular Cab 2007 Chevrolet Silverado 1500 Regular Cab 2012 93.09% GMC Canyon Extended Cab 2012 6.33% Ford Freestar Minivan 2007 0.2% Geo Metro Convertible 1993 0.07% Chevrolet Silverado 2500HD Regular Cab 2012 0.05%
|
||||||
|
302 /scratch/Teaching/cars/car_ims/005415.jpg Chevrolet Malibu Hybrid Sedan 2010 BMW M5 Sedan 2010 26.72% Jaguar XK XKR 2012 18.37% Porsche Panamera Sedan 2012 18.25% Audi S4 Sedan 2007 5.07% Toyota Camry Sedan 2012 4.51%
|
||||||
|
303 /scratch/Teaching/cars/car_ims/001623.jpg Audi S6 Sedan 2011 Bentley Arnage Sedan 2009 59.81% Audi S6 Sedan 2011 13.79% BMW X5 SUV 2007 6.91% Jeep Liberty SUV 2012 4.64% Audi S5 Convertible 2012 3.03%
|
||||||
|
304 /scratch/Teaching/cars/car_ims/001211.jpg Audi R8 Coupe 2012 Chevrolet Corvette Ron Fellows Edition Z06 2007 80.73% Buick Regal GS 2012 5.3% Bentley Continental Supersports Conv. Convertible 2012 4.58% BMW M3 Coupe 2012 3.05% Audi S6 Sedan 2011 1.37%
|
||||||
|
305 /scratch/Teaching/cars/car_ims/014029.jpg Nissan 240SX Coupe 1998 BMW 3 Series Sedan 2012 98.79% Dodge Magnum Wagon 2008 0.61% Volvo C30 Hatchback 2012 0.14% Audi TT RS Coupe 2012 0.12% BMW M3 Coupe 2012 0.06%
|
||||||
|
306 /scratch/Teaching/cars/car_ims/001546.jpg Audi S6 Sedan 2011 Audi S6 Sedan 2011 99.77% Nissan Leaf Hatchback 2012 0.14% Ford Focus Sedan 2007 0.05% Chevrolet Corvette ZR1 2012 0.02% Audi S4 Sedan 2007 0.01%
|
||||||
|
307 /scratch/Teaching/cars/car_ims/011655.jpg Infiniti QX56 SUV 2011 BMW X3 SUV 2012 73.33% Infiniti QX56 SUV 2011 9.9% BMW X6 SUV 2012 8.32% Dodge Durango SUV 2012 2.38% Toyota Sequoia SUV 2012 0.71%
|
||||||
|
308 /scratch/Teaching/cars/car_ims/003389.jpg Bentley Continental GT Coupe 2012 Audi RS 4 Convertible 2008 24.38% Audi S5 Coupe 2012 18.46% Ford Mustang Convertible 2007 14.48% BMW M6 Convertible 2010 11.76% Audi TTS Coupe 2012 6.37%
|
||||||
|
309 /scratch/Teaching/cars/car_ims/001069.jpg Audi TTS Coupe 2012 Audi A5 Coupe 2012 99.98% Rolls-Royce Ghost Sedan 2012 0.0% GMC Terrain SUV 2012 0.0% Audi S6 Sedan 2011 0.0% Cadillac CTS-V Sedan 2012 0.0%
|
||||||
|
310 /scratch/Teaching/cars/car_ims/002452.jpg BMW 6 Series Convertible 2007 Audi TTS Coupe 2012 18.08% BMW 1 Series Convertible 2012 16.85% BMW M3 Coupe 2012 12.82% Audi S4 Sedan 2012 7.28% Audi TT Hatchback 2011 5.66%
|
||||||
|
311 /scratch/Teaching/cars/car_ims/002216.jpg BMW 1 Series Coupe 2012 Audi TT RS Coupe 2012 82.52% Ferrari 458 Italia Coupe 2012 7.14% Chevrolet Corvette ZR1 2012 4.63% Aston Martin Virage Coupe 2012 4.17% Lamborghini Aventador Coupe 2012 0.79%
|
||||||
|
312 /scratch/Teaching/cars/car_ims/003811.jpg Buick Rainier SUV 2007 Buick Rainier SUV 2007 89.85% Dodge Durango SUV 2007 7.08% Chrysler Aspen SUV 2009 2.6% Buick Enclave SUV 2012 0.21% Volvo 240 Sedan 1993 0.09%
|
||||||
|
313 /scratch/Teaching/cars/car_ims/001011.jpg Audi A5 Coupe 2012 Audi S6 Sedan 2011 11.75% Ford F-450 Super Duty Crew Cab 2012 6.51% BMW M6 Convertible 2010 6.0% Audi A5 Coupe 2012 5.39% GMC Terrain SUV 2012 5.34%
|
||||||
|
314 /scratch/Teaching/cars/car_ims/005757.jpg Chevrolet Monte Carlo Coupe 2007 Volkswagen Beetle Hatchback 2012 56.57% Ferrari 458 Italia Coupe 2012 17.57% Chevrolet Corvette Convertible 2012 14.45% Ferrari 458 Italia Convertible 2012 5.66% Dodge Charger SRT-8 2009 2.36%
|
||||||
|
315 /scratch/Teaching/cars/car_ims/004170.jpg Cadillac SRX SUV 2012 Cadillac SRX SUV 2012 93.63% Buick Verano Sedan 2012 3.25% Buick Enclave SUV 2012 1.36% Suzuki SX4 Sedan 2012 0.53% Land Rover Range Rover SUV 2012 0.12%
|
||||||
|
316 /scratch/Teaching/cars/car_ims/007704.jpg Dodge Durango SUV 2012 Dodge Durango SUV 2012 42.09% Infiniti QX56 SUV 2011 20.03% Mercedes-Benz C-Class Sedan 2012 6.06% Cadillac Escalade EXT Crew Cab 2007 5.81% Land Rover Range Rover SUV 2012 3.6%
|
||||||
|
317 /scratch/Teaching/cars/car_ims/000192.jpg Acura TL Sedan 2012 Dodge Challenger SRT8 2011 75.74% Volvo C30 Hatchback 2012 3.53% Lamborghini Diablo Coupe 2001 3.17% Volkswagen Beetle Hatchback 2012 1.91% Volkswagen Golf Hatchback 2012 1.49%
|
||||||
|
318 /scratch/Teaching/cars/car_ims/007035.jpg Dodge Ram Pickup 3500 Crew Cab 2010 Dodge Ram Pickup 3500 Crew Cab 2010 96.65% Dodge Ram Pickup 3500 Quad Cab 2009 2.76% Chevrolet Silverado 1500 Regular Cab 2012 0.36% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 0.06% Ford F-150 Regular Cab 2012 0.05%
|
||||||
|
319 /scratch/Teaching/cars/car_ims/005847.jpg Chevrolet Malibu Sedan 2007 Ford Edge SUV 2012 12.34% Audi RS 4 Convertible 2008 7.37% Lamborghini Reventon Coupe 2008 7.05% Chevrolet Corvette ZR1 2012 6.08% Cadillac CTS-V Sedan 2012 5.75%
|
||||||
|
320 /scratch/Teaching/cars/car_ims/001454.jpg Audi 100 Wagon 1994 Chrysler PT Cruiser Convertible 2008 37.86% Chrysler Town and Country Minivan 2012 22.52% Cadillac Escalade EXT Crew Cab 2007 8.93% Chevrolet HHR SS 2010 6.68% Chevrolet Malibu Sedan 2007 5.53%
|
||||||
|
321 /scratch/Teaching/cars/car_ims/003328.jpg Bentley Mulsanne Sedan 2011 Bentley Arnage Sedan 2009 37.95% Jeep Liberty SUV 2012 12.06% Cadillac SRX SUV 2012 11.49% Dodge Durango SUV 2012 7.38% Rolls-Royce Phantom Sedan 2012 6.55%
|
||||||
|
322 /scratch/Teaching/cars/car_ims/001948.jpg Audi S4 Sedan 2007 Audi S4 Sedan 2007 88.27% Audi TT Hatchback 2011 4.89% Audi A5 Coupe 2012 2.64% Audi S4 Sedan 2012 1.16% Bentley Continental GT Coupe 2012 1.14%
|
||||||
|
323 /scratch/Teaching/cars/car_ims/015305.jpg Toyota Sequoia SUV 2012 Ford E-Series Wagon Van 2012 31.92% Chevrolet Express Van 2007 27.42% Chevrolet Express Cargo Van 2007 9.59% Jeep Patriot SUV 2012 9.22% GMC Savana Van 2012 6.99%
|
||||||
|
324 /scratch/Teaching/cars/car_ims/006630.jpg Daewoo Nubira Wagon 2002 Mercedes-Benz 300-Class Convertible 1993 15.3% Hyundai Veracruz SUV 2012 13.6% Audi S4 Sedan 2012 9.96% BMW 3 Series Wagon 2012 7.69% Suzuki Aerio Sedan 2007 6.83%
|
||||||
|
325 /scratch/Teaching/cars/car_ims/002917.jpg BMW M6 Convertible 2010 Audi V8 Sedan 1994 49.24% Bentley Continental Supersports Conv. Convertible 2012 25.38% Spyker C8 Coupe 2009 13.49% Ford Mustang Convertible 2007 6.2% Rolls-Royce Phantom Drophead Coupe Convertible 2012 1.49%
|
||||||
|
326 /scratch/Teaching/cars/car_ims/015110.jpg Suzuki SX4 Sedan 2012 Audi S4 Sedan 2012 32.4% Audi S5 Convertible 2012 19.75% Audi A5 Coupe 2012 14.02% Audi S6 Sedan 2011 11.89% Audi S4 Sedan 2007 9.1%
|
||||||
|
327 /scratch/Teaching/cars/car_ims/010091.jpg GMC Savana Van 2012 GMC Savana Van 2012 68.64% Chevrolet Express Van 2007 15.21% Volkswagen Golf Hatchback 1991 9.32% Land Rover Range Rover SUV 2012 1.78% Chrysler 300 SRT-8 2010 1.02%
|
||||||
|
328 /scratch/Teaching/cars/car_ims/004326.jpg Chevrolet Silverado 1500 Hybrid Crew Cab 2012 Chevrolet Silverado 1500 Extended Cab 2012 44.21% Chevrolet Silverado 1500 Classic Extended Cab 2007 39.75% Chevrolet Silverado 2500HD Regular Cab 2012 7.35% GMC Canyon Extended Cab 2012 4.85% Jeep Wrangler SUV 2012 0.95%
|
||||||
|
329 /scratch/Teaching/cars/car_ims/009766.jpg GMC Savana Van 2012 Buick Rainier SUV 2007 74.13% Jeep Patriot SUV 2012 17.7% Volkswagen Golf Hatchback 1991 5.9% Hyundai Veracruz SUV 2012 0.67% Chevrolet Silverado 1500 Classic Extended Cab 2007 0.49%
|
||||||
|
330 /scratch/Teaching/cars/car_ims/012831.jpg Lincoln Town Car Sedan 2011 Lincoln Town Car Sedan 2011 41.12% Daewoo Nubira Wagon 2002 12.28% Volvo 240 Sedan 1993 8.23% Chevrolet Malibu Sedan 2007 7.83% Buick Enclave SUV 2012 7.44%
|
||||||
|
331 /scratch/Teaching/cars/car_ims/004247.jpg Cadillac Escalade EXT Crew Cab 2007 Cadillac Escalade EXT Crew Cab 2007 88.35% Jeep Liberty SUV 2012 4.7% Jeep Compass SUV 2012 3.13% Jeep Patriot SUV 2012 1.04% Jeep Grand Cherokee SUV 2012 0.71%
|
||||||
|
332 /scratch/Teaching/cars/car_ims/007782.jpg Dodge Durango SUV 2007 Jeep Liberty SUV 2012 27.65% Dodge Durango SUV 2007 20.93% Jeep Patriot SUV 2012 20.35% Dodge Dakota Club Cab 2007 11.2% Jeep Wrangler SUV 2012 6.31%
|
||||||
|
333 /scratch/Teaching/cars/car_ims/006477.jpg Chrysler Crossfire Convertible 2008 Bentley Arnage Sedan 2009 21.88% Chrysler Crossfire Convertible 2008 14.78% Rolls-Royce Ghost Sedan 2012 13.61% Chevrolet Malibu Sedan 2007 7.29% Bentley Mulsanne Sedan 2011 5.98%
|
||||||
|
334 /scratch/Teaching/cars/car_ims/006569.jpg Chrysler PT Cruiser Convertible 2008 Geo Metro Convertible 1993 99.72% Chrysler Crossfire Convertible 2008 0.12% Audi S5 Convertible 2012 0.03% Bugatti Veyron 16.4 Coupe 2009 0.02% Chrysler PT Cruiser Convertible 2008 0.02%
|
||||||
|
335 /scratch/Teaching/cars/car_ims/014530.jpg Rolls-Royce Phantom Sedan 2012 Ford Fiesta Sedan 2012 40.71% Suzuki Kizashi Sedan 2012 24.01% BMW M3 Coupe 2012 15.41% Jaguar XK XKR 2012 5.0% Mitsubishi Lancer Sedan 2012 2.91%
|
||||||
|
336 /scratch/Teaching/cars/car_ims/006782.jpg Dodge Caliber Wagon 2012 Dodge Caliber Wagon 2012 80.51% Ford Expedition EL SUV 2009 11.75% Land Rover LR2 SUV 2012 3.94% Lincoln Town Car Sedan 2011 1.23% Dodge Magnum Wagon 2008 0.89%
|
||||||
|
337 /scratch/Teaching/cars/car_ims/002598.jpg BMW X5 SUV 2007 Jeep Compass SUV 2012 11.14% Jeep Grand Cherokee SUV 2012 10.86% Ford Ranger SuperCab 2011 8.16% Dodge Durango SUV 2012 7.66% Bentley Arnage Sedan 2009 6.43%
|
||||||
|
338 /scratch/Teaching/cars/car_ims/003816.jpg Buick Rainier SUV 2007 Chrysler Aspen SUV 2009 49.27% Buick Rainier SUV 2007 42.74% Dodge Durango SUV 2007 1.85% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 0.91% Hyundai Tucson SUV 2012 0.68%
|
||||||
|
339 /scratch/Teaching/cars/car_ims/002122.jpg BMW ActiveHybrid 5 Sedan 2012 BMW ActiveHybrid 5 Sedan 2012 79.27% Aston Martin V8 Vantage Convertible 2012 5.14% Acura TL Type-S 2008 3.75% Porsche Panamera Sedan 2012 2.6% BMW 6 Series Convertible 2007 1.71%
|
||||||
|
340 /scratch/Teaching/cars/car_ims/002552.jpg BMW X5 SUV 2007 BMW X5 SUV 2007 93.91% Mazda Tribute SUV 2011 1.52% Chevrolet Corvette Convertible 2012 0.95% Chrysler Sebring Convertible 2010 0.82% Land Rover LR2 SUV 2012 0.65%
|
||||||
|
341 /scratch/Teaching/cars/car_ims/012395.jpg Lamborghini Aventador Coupe 2012 Ferrari 458 Italia Coupe 2012 86.68% Ferrari 458 Italia Convertible 2012 6.32% Audi TT RS Coupe 2012 2.18% Chevrolet Camaro Convertible 2012 1.13% Chevrolet Corvette Convertible 2012 0.75%
|
||||||
|
342 /scratch/Teaching/cars/car_ims/008464.jpg Ferrari 458 Italia Coupe 2012 AM General Hummer SUV 2000 42.82% Lamborghini Gallardo LP 570-4 Superleggera 2012 18.9% BMW Z4 Convertible 2012 15.78% Ford Mustang Convertible 2007 7.7% HUMMER H2 SUT Crew Cab 2009 4.11%
|
||||||
|
343 /scratch/Teaching/cars/car_ims/014717.jpg Spyker C8 Convertible 2009 Lamborghini Aventador Coupe 2012 41.54% Aston Martin Virage Coupe 2012 18.25% Spyker C8 Coupe 2009 17.23% Spyker C8 Convertible 2009 5.52% Volvo C30 Hatchback 2012 2.47%
|
||||||
|
344 /scratch/Teaching/cars/car_ims/015199.jpg Tesla Model S Sedan 2012 Hyundai Genesis Sedan 2012 59.43% Aston Martin Virage Convertible 2012 24.4% Infiniti G Coupe IPL 2012 4.89% Fisker Karma Sedan 2012 4.38% Bentley Mulsanne Sedan 2011 3.28%
|
||||||
|
345 /scratch/Teaching/cars/car_ims/013952.jpg Nissan Juke Hatchback 2012 Nissan Leaf Hatchback 2012 62.27% Suzuki SX4 Sedan 2012 19.07% Buick Verano Sedan 2012 10.96% Chevrolet Malibu Sedan 2007 2.54% Acura TL Sedan 2012 1.21%
|
||||||
|
346 /scratch/Teaching/cars/car_ims/006977.jpg Dodge Ram Pickup 3500 Crew Cab 2010 Ford F-450 Super Duty Crew Cab 2012 99.99% Ford F-150 Regular Cab 2012 0.01% Dodge Ram Pickup 3500 Crew Cab 2010 0.0% Ford E-Series Wagon Van 2012 0.0% Dodge Ram Pickup 3500 Quad Cab 2009 0.0%
|
||||||
|
347 /scratch/Teaching/cars/car_ims/015524.jpg Toyota 4Runner SUV 2012 Chevrolet Tahoe Hybrid SUV 2012 46.57% Chevrolet Silverado 2500HD Regular Cab 2012 26.48% Dodge Ram Pickup 3500 Crew Cab 2010 8.47% Toyota 4Runner SUV 2012 8.31% Chevrolet Silverado 1500 Extended Cab 2012 2.54%
|
||||||
|
348 /scratch/Teaching/cars/car_ims/008148.jpg FIAT 500 Convertible 2012 Ferrari 458 Italia Convertible 2012 51.7% Chevrolet Corvette Convertible 2012 35.84% Geo Metro Convertible 1993 11.8% Dodge Charger SRT-8 2009 0.3% Ferrari 458 Italia Coupe 2012 0.14%
|
||||||
|
349 /scratch/Teaching/cars/car_ims/010982.jpg Hyundai Veracruz SUV 2012 Jeep Liberty SUV 2012 15.36% Ford Edge SUV 2012 9.51% Dodge Durango SUV 2012 8.87% Acura TL Sedan 2012 7.7% Land Rover LR2 SUV 2012 6.01%
|
||||||
|
350 /scratch/Teaching/cars/car_ims/015355.jpg Toyota Camry Sedan 2012 Cadillac CTS-V Sedan 2012 64.97% Hyundai Accent Sedan 2012 11.39% Dodge Charger SRT-8 2009 9.52% Toyota Corolla Sedan 2012 5.11% Toyota Camry Sedan 2012 2.77%
|
||||||
|
351 /scratch/Teaching/cars/car_ims/009305.jpg Ford F-150 Regular Cab 2007 Hyundai Genesis Sedan 2012 31.34% Audi S6 Sedan 2011 14.82% Volvo 240 Sedan 1993 7.6% Acura TL Type-S 2008 5.55% Rolls-Royce Phantom Sedan 2012 3.54%
|
||||||
|
352 /scratch/Teaching/cars/car_ims/013383.jpg Mercedes-Benz SL-Class Coupe 2009 FIAT 500 Abarth 2012 29.57% Cadillac CTS-V Sedan 2012 22.08% Ferrari 458 Italia Coupe 2012 19.51% Bugatti Veyron 16.4 Coupe 2009 3.52% Aston Martin V8 Vantage Coupe 2012 2.75%
|
||||||
|
353 /scratch/Teaching/cars/car_ims/013608.jpg Mercedes-Benz Sprinter Van 2012 Mercedes-Benz Sprinter Van 2012 59.43% Dodge Sprinter Cargo Van 2009 34.14% Ram C/V Cargo Van Minivan 2012 2.24% HUMMER H3T Crew Cab 2010 0.93% Chevrolet Silverado 1500 Classic Extended Cab 2007 0.83%
|
||||||
|
354 /scratch/Teaching/cars/car_ims/000336.jpg Acura TSX Sedan 2012 Jeep Compass SUV 2012 41.11% Acura RL Sedan 2012 15.54% BMW X6 SUV 2012 7.53% Suzuki SX4 Hatchback 2012 7.02% BMW 1 Series Coupe 2012 5.93%
|
||||||
|
355 /scratch/Teaching/cars/car_ims/002644.jpg BMW X6 SUV 2012 BMW X6 SUV 2012 83.82% Honda Odyssey Minivan 2012 8.95% Dodge Durango SUV 2012 2.02% Ford Edge SUV 2012 0.94% Hyundai Sonata Sedan 2012 0.83%
|
||||||
|
356 /scratch/Teaching/cars/car_ims/012239.jpg Jeep Compass SUV 2012 HUMMER H3T Crew Cab 2010 90.12% Ford F-450 Super Duty Crew Cab 2012 6.74% Jeep Patriot SUV 2012 2.66% Dodge Ram Pickup 3500 Crew Cab 2010 0.17% Volvo XC90 SUV 2007 0.15%
|
||||||
|
357 /scratch/Teaching/cars/car_ims/004576.jpg Chevrolet Corvette Ron Fellows Edition Z06 2007 Chevrolet Corvette Ron Fellows Edition Z06 2007 99.79% Ford GT Coupe 2006 0.1% Bugatti Veyron 16.4 Convertible 2009 0.07% Spyker C8 Coupe 2009 0.02% Bentley Continental Supersports Conv. Convertible 2012 0.0%
|
||||||
|
358 /scratch/Teaching/cars/car_ims/014828.jpg Spyker C8 Coupe 2009 Hyundai Genesis Sedan 2012 31.68% Lamborghini Diablo Coupe 2001 24.67% Spyker C8 Convertible 2009 20.71% Spyker C8 Coupe 2009 8.49% Aston Martin Virage Convertible 2012 3.09%
|
||||||
|
359 /scratch/Teaching/cars/car_ims/012449.jpg Lamborghini Gallardo LP 570-4 Superleggera 2012 Lamborghini Gallardo LP 570-4 Superleggera 2012 92.81% Chevrolet Corvette ZR1 2012 6.33% Acura Integra Type R 2001 0.35% Audi S5 Coupe 2012 0.1% Bugatti Veyron 16.4 Coupe 2009 0.08%
|
||||||
|
360 /scratch/Teaching/cars/car_ims/008266.jpg Ferrari California Convertible 2012 Ferrari California Convertible 2012 67.95% Ferrari 458 Italia Convertible 2012 31.94% Ferrari 458 Italia Coupe 2012 0.07% Chevrolet Corvette Convertible 2012 0.02% Lamborghini Aventador Coupe 2012 0.01%
|
||||||
|
361 /scratch/Teaching/cars/car_ims/014462.jpg Rolls-Royce Ghost Sedan 2012 Spyker C8 Convertible 2009 93.79% Bugatti Veyron 16.4 Coupe 2009 1.84% Audi R8 Coupe 2012 1.27% Mercedes-Benz SL-Class Coupe 2009 0.73% Bentley Arnage Sedan 2009 0.64%
|
||||||
|
362 /scratch/Teaching/cars/car_ims/011688.jpg Isuzu Ascender SUV 2008 Volkswagen Golf Hatchback 1991 69.26% Jeep Liberty SUV 2012 23.39% Jeep Patriot SUV 2012 1.45% Dodge Dakota Club Cab 2007 1.21% Chevrolet Tahoe Hybrid SUV 2012 1.01%
|
||||||
|
363 /scratch/Teaching/cars/car_ims/016167.jpg smart fortwo Convertible 2012 smart fortwo Convertible 2012 46.04% Bugatti Veyron 16.4 Coupe 2009 20.3% Fisker Karma Sedan 2012 14.54% Audi RS 4 Convertible 2008 7.95% Chrysler PT Cruiser Convertible 2008 1.97%
|
||||||
|
364 /scratch/Teaching/cars/car_ims/007710.jpg Dodge Durango SUV 2007 Cadillac Escalade EXT Crew Cab 2007 43.83% Dodge Durango SUV 2012 13.13% Jeep Grand Cherokee SUV 2012 7.73% Dodge Magnum Wagon 2008 5.52% Rolls-Royce Ghost Sedan 2012 2.48%
|
||||||
|
365 /scratch/Teaching/cars/car_ims/007223.jpg Dodge Journey SUV 2012 Dodge Journey SUV 2012 68.21% GMC Terrain SUV 2012 5.37% Chrysler PT Cruiser Convertible 2008 3.31% Nissan Juke Hatchback 2012 2.94% GMC Acadia SUV 2012 1.96%
|
||||||
|
366 /scratch/Teaching/cars/car_ims/011044.jpg Hyundai Sonata Hybrid Sedan 2012 Chevrolet Sonic Sedan 2012 21.54% Chevrolet Malibu Hybrid Sedan 2010 13.54% Bentley Mulsanne Sedan 2011 11.64% Hyundai Sonata Sedan 2012 10.94% Buick Regal GS 2012 10.02%
|
||||||
|
367 /scratch/Teaching/cars/car_ims/011858.jpg Jeep Patriot SUV 2012 Jeep Patriot SUV 2012 98.13% Jeep Wrangler SUV 2012 1.78% Nissan NV Passenger Van 2012 0.04% Jeep Liberty SUV 2012 0.02% Rolls-Royce Phantom Sedan 2012 0.01%
|
||||||
|
368 /scratch/Teaching/cars/car_ims/013397.jpg Mercedes-Benz SL-Class Coupe 2009 Mercedes-Benz SL-Class Coupe 2009 87.81% Chevrolet Corvette ZR1 2012 5.76% Suzuki SX4 Hatchback 2012 1.64% Mercedes-Benz C-Class Sedan 2012 0.56% Mercedes-Benz S-Class Sedan 2012 0.5%
|
||||||
|
369 /scratch/Teaching/cars/car_ims/009282.jpg Ford F-150 Regular Cab 2012 Ford F-450 Super Duty Crew Cab 2012 94.63% Ford F-150 Regular Cab 2012 5.32% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 0.02% Ford Expedition EL SUV 2009 0.02% Chrysler PT Cruiser Convertible 2008 0.01%
|
||||||
|
370 /scratch/Teaching/cars/car_ims/009058.jpg Ford Ranger SuperCab 2011 GMC Canyon Extended Cab 2012 19.82% Dodge Dakota Crew Cab 2010 12.95% Volvo 240 Sedan 1993 12.92% Dodge Caravan Minivan 1997 12.19% Ford Ranger SuperCab 2011 3.04%
|
||||||
|
371 /scratch/Teaching/cars/car_ims/013093.jpg McLaren MP4-12C Coupe 2012 McLaren MP4-12C Coupe 2012 46.69% Land Rover LR2 SUV 2012 25.62% BMW 1 Series Coupe 2012 7.32% Ford GT Coupe 2006 6.51% BMW M3 Coupe 2012 4.66%
|
||||||
|
372 /scratch/Teaching/cars/car_ims/014450.jpg Rolls-Royce Ghost Sedan 2012 Rolls-Royce Phantom Sedan 2012 98.62% GMC Terrain SUV 2012 0.68% Cadillac CTS-V Sedan 2012 0.23% Volvo XC90 SUV 2007 0.14% Rolls-Royce Ghost Sedan 2012 0.08%
|
||||||
|
373 /scratch/Teaching/cars/car_ims/015492.jpg Toyota Corolla Sedan 2012 Suzuki SX4 Sedan 2012 66.81% Mercedes-Benz SL-Class Coupe 2009 5.32% Porsche Panamera Sedan 2012 3.08% Audi S5 Convertible 2012 2.28% Volkswagen Golf Hatchback 2012 2.17%
|
||||||
|
374 /scratch/Teaching/cars/car_ims/005950.jpg Chevrolet Silverado 1500 Extended Cab 2012 Chevrolet Silverado 1500 Hybrid Crew Cab 2012 41.65% Chevrolet Silverado 1500 Regular Cab 2012 28.83% Ford F-450 Super Duty Crew Cab 2012 13.36% GMC Canyon Extended Cab 2012 4.9% Chevrolet Silverado 2500HD Regular Cab 2012 4.59%
|
||||||
|
375 /scratch/Teaching/cars/car_ims/013319.jpg Mercedes-Benz C-Class Sedan 2012 Bentley Arnage Sedan 2009 12.76% Audi S6 Sedan 2011 10.97% Audi V8 Sedan 1994 9.2% Mercedes-Benz 300-Class Convertible 1993 9.13% Mercedes-Benz E-Class Sedan 2012 6.99%
|
||||||
|
376 /scratch/Teaching/cars/car_ims/000961.jpg Audi A5 Coupe 2012 Audi S4 Sedan 2012 25.95% Mitsubishi Lancer Sedan 2012 8.79% BMW ActiveHybrid 5 Sedan 2012 8.24% BMW Z4 Convertible 2012 7.16% Audi TT RS Coupe 2012 3.71%
|
||||||
|
377 /scratch/Teaching/cars/car_ims/007595.jpg Dodge Challenger SRT8 2011 Rolls-Royce Phantom Sedan 2012 32.58% Cadillac SRX SUV 2012 25.28% Chrysler 300 SRT-8 2010 9.21% BMW X5 SUV 2007 7.7% Rolls-Royce Ghost Sedan 2012 4.71%
|
||||||
|
378 /scratch/Teaching/cars/car_ims/012364.jpg Lamborghini Aventador Coupe 2012 Aston Martin V8 Vantage Coupe 2012 86.22% Lamborghini Aventador Coupe 2012 7.71% Chevrolet Corvette ZR1 2012 3.28% Bugatti Veyron 16.4 Coupe 2009 0.69% Aston Martin V8 Vantage Convertible 2012 0.5%
|
||||||
|
379 /scratch/Teaching/cars/car_ims/011466.jpg Hyundai Azera Sedan 2012 MINI Cooper Roadster Convertible 2012 47.18% Aston Martin V8 Vantage Convertible 2012 17.01% BMW M6 Convertible 2010 9.61% Spyker C8 Coupe 2009 6.62% Bugatti Veyron 16.4 Convertible 2009 6.49%
|
||||||
|
380 /scratch/Teaching/cars/car_ims/009382.jpg Ford Focus Sedan 2007 Mercedes-Benz 300-Class Convertible 1993 29.74% Buick Verano Sedan 2012 12.99% Acura ZDX Hatchback 2012 12.38% Suzuki SX4 Sedan 2012 10.64% MINI Cooper Roadster Convertible 2012 4.37%
|
||||||
|
381 /scratch/Teaching/cars/car_ims/003311.jpg Bentley Mulsanne Sedan 2011 Bugatti Veyron 16.4 Convertible 2009 25.97% MINI Cooper Roadster Convertible 2012 23.36% Dodge Challenger SRT8 2011 13.0% Ford GT Coupe 2006 11.42% Rolls-Royce Phantom Drophead Coupe Convertible 2012 5.35%
|
||||||
|
382 /scratch/Teaching/cars/car_ims/001924.jpg Audi S4 Sedan 2007 BMW 3 Series Wagon 2012 34.78% BMW X3 SUV 2012 26.57% Audi S6 Sedan 2011 8.94% Audi S4 Sedan 2012 8.26% Audi A5 Coupe 2012 7.6%
|
||||||
|
383 /scratch/Teaching/cars/car_ims/002548.jpg BMW X5 SUV 2007 Cadillac SRX SUV 2012 28.45% Jeep Grand Cherokee SUV 2012 26.03% BMW X3 SUV 2012 5.34% Audi S5 Coupe 2012 4.45% Chevrolet TrailBlazer SS 2009 4.02%
|
||||||
|
384 /scratch/Teaching/cars/car_ims/004650.jpg Chevrolet Traverse SUV 2012 GMC Canyon Extended Cab 2012 85.8% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 1.73% Mercedes-Benz 300-Class Convertible 1993 1.69% Chevrolet Silverado 1500 Regular Cab 2012 1.59% Audi V8 Sedan 1994 1.09%
|
||||||
|
385 /scratch/Teaching/cars/car_ims/006038.jpg Chevrolet Silverado 1500 Regular Cab 2012 Chevrolet Silverado 2500HD Regular Cab 2012 54.99% Chevrolet Silverado 1500 Regular Cab 2012 23.58% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 19.92% HUMMER H3T Crew Cab 2010 0.65% GMC Canyon Extended Cab 2012 0.44%
|
||||||
|
386 /scratch/Teaching/cars/car_ims/005250.jpg Chevrolet Avalanche Crew Cab 2012 Chevrolet Silverado 1500 Hybrid Crew Cab 2012 33.66% MINI Cooper Roadster Convertible 2012 12.22% Chevrolet Camaro Convertible 2012 6.93% Dodge Challenger SRT8 2011 3.75% Mercedes-Benz SL-Class Coupe 2009 3.48%
|
||||||
|
387 /scratch/Teaching/cars/car_ims/005302.jpg Chevrolet Cobalt SS 2010 Lamborghini Diablo Coupe 2001 76.38% Dodge Charger Sedan 2012 21.39% Acura Integra Type R 2001 1.34% Chevrolet Corvette Convertible 2012 0.43% Chevrolet Corvette ZR1 2012 0.17%
|
||||||
|
388 /scratch/Teaching/cars/car_ims/015001.jpg Suzuki Kizashi Sedan 2012 Ferrari California Convertible 2012 67.17% Audi TT Hatchback 2011 8.7% Chevrolet Corvette Convertible 2012 4.0% Aston Martin V8 Vantage Coupe 2012 3.83% Nissan Leaf Hatchback 2012 2.15%
|
||||||
|
389 /scratch/Teaching/cars/car_ims/007286.jpg Dodge Journey SUV 2012 Ford Ranger SuperCab 2011 98.48% BMW X6 SUV 2012 1.23% Volkswagen Golf Hatchback 1991 0.09% Hyundai Sonata Sedan 2012 0.06% Volvo XC90 SUV 2007 0.05%
|
||||||
|
390 /scratch/Teaching/cars/car_ims/013930.jpg Nissan Juke Hatchback 2012 Buick Verano Sedan 2012 86.5% BMW 1 Series Coupe 2012 8.85% Nissan Juke Hatchback 2012 2.2% Dodge Challenger SRT8 2011 0.94% Bentley Continental Supersports Conv. Convertible 2012 0.66%
|
||||||
|
391 /scratch/Teaching/cars/car_ims/000362.jpg Acura TSX Sedan 2012 Infiniti G Coupe IPL 2012 12.65% Chevrolet Malibu Hybrid Sedan 2010 10.31% Aston Martin Virage Coupe 2012 8.3% Toyota Camry Sedan 2012 5.89% Audi S4 Sedan 2012 5.41%
|
||||||
|
392 /scratch/Teaching/cars/car_ims/001686.jpg Audi S5 Convertible 2012 Audi S5 Convertible 2012 49.46% Audi S4 Sedan 2007 16.83% Audi RS 4 Convertible 2008 11.13% Audi S6 Sedan 2011 8.79% Ford Mustang Convertible 2007 5.2%
|
||||||
|
393 /scratch/Teaching/cars/car_ims/002686.jpg BMW X6 SUV 2012 Dodge Caliber Wagon 2012 75.2% Nissan Leaf Hatchback 2012 10.59% Ford Fiesta Sedan 2012 2.52% Dodge Caliber Wagon 2007 2.42% Dodge Magnum Wagon 2008 1.53%
|
||||||
|
394 /scratch/Teaching/cars/car_ims/006133.jpg Chrysler Aspen SUV 2009 Cadillac Escalade EXT Crew Cab 2007 42.01% Dodge Durango SUV 2007 24.68% Rolls-Royce Phantom Sedan 2012 5.67% Jeep Liberty SUV 2012 5.61% Chrysler Aspen SUV 2009 3.79%
|
||||||
|
395 /scratch/Teaching/cars/car_ims/005954.jpg Chevrolet Silverado 1500 Extended Cab 2012 Chevrolet Silverado 1500 Hybrid Crew Cab 2012 99.76% Dodge Ram Pickup 3500 Quad Cab 2009 0.09% Dodge Dakota Club Cab 2007 0.03% Ford F-450 Super Duty Crew Cab 2012 0.02% Chevrolet Silverado 1500 Extended Cab 2012 0.02%
|
||||||
|
396 /scratch/Teaching/cars/car_ims/011184.jpg Hyundai Accent Sedan 2012 Chevrolet Sonic Sedan 2012 41.23% Ford F-450 Super Duty Crew Cab 2012 21.98% Mercedes-Benz Sprinter Van 2012 4.86% Jeep Compass SUV 2012 4.78% Ford Ranger SuperCab 2011 3.64%
|
||||||
|
397 /scratch/Teaching/cars/car_ims/004874.jpg Chevrolet HHR SS 2010 Volkswagen Beetle Hatchback 2012 20.95% Ford Fiesta Sedan 2012 15.92% Dodge Charger SRT-8 2009 14.74% Honda Accord Coupe 2012 10.33% Ford Mustang Convertible 2007 9.6%
|
||||||
|
398 /scratch/Teaching/cars/car_ims/008184.jpg Ferrari FF Coupe 2012 Porsche Panamera Sedan 2012 27.48% Aston Martin V8 Vantage Convertible 2012 16.03% Fisker Karma Sedan 2012 11.8% Tesla Model S Sedan 2012 5.4% Chevrolet Cobalt SS 2010 5.14%
|
||||||
|
399 /scratch/Teaching/cars/car_ims/003777.jpg Buick Regal GS 2012 BMW 3 Series Sedan 2012 52.23% Jeep Liberty SUV 2012 13.68% BMW X6 SUV 2012 7.11% Buick Regal GS 2012 4.07% Jeep Grand Cherokee SUV 2012 3.95%
|
||||||
|
400 /scratch/Teaching/cars/car_ims/012854.jpg Lincoln Town Car Sedan 2011 Chrysler PT Cruiser Convertible 2008 26.61% Chevrolet Silverado 1500 Extended Cab 2012 10.13% Dodge Magnum Wagon 2008 9.08% Chevrolet Tahoe Hybrid SUV 2012 7.66% Dodge Caliber Wagon 2012 5.72%
|
||||||
|
401 /scratch/Teaching/cars/car_ims/006180.jpg Chrysler Aspen SUV 2009 Cadillac SRX SUV 2012 40.76% Dodge Dakota Crew Cab 2010 14.48% Audi S6 Sedan 2011 6.6% Volvo XC90 SUV 2007 3.54% Dodge Magnum Wagon 2008 3.09%
|
||||||
|
402 /scratch/Teaching/cars/car_ims/013248.jpg Mercedes-Benz C-Class Sedan 2012 Jeep Patriot SUV 2012 29.48% Audi S4 Sedan 2007 7.29% BMW 1 Series Coupe 2012 5.05% Volvo 240 Sedan 1993 4.52% Buick Rainier SUV 2007 2.81%
|
||||||
|
403 /scratch/Teaching/cars/car_ims/002609.jpg BMW X5 SUV 2007 Audi S5 Coupe 2012 39.97% Hyundai Santa Fe SUV 2012 27.72% Toyota Sequoia SUV 2012 10.7% Land Rover LR2 SUV 2012 5.58% Honda Accord Sedan 2012 2.99%
|
||||||
|
404 /scratch/Teaching/cars/car_ims/015276.jpg Toyota Sequoia SUV 2012 Toyota Sequoia SUV 2012 99.8% Dodge Durango SUV 2012 0.16% GMC Terrain SUV 2012 0.01% Chrysler PT Cruiser Convertible 2008 0.01% Ford Expedition EL SUV 2009 0.0%
|
||||||
|
405 /scratch/Teaching/cars/car_ims/013763.jpg Nissan Leaf Hatchback 2012 Rolls-Royce Phantom Drophead Coupe Convertible 2012 18.36% Ford GT Coupe 2006 12.3% Spyker C8 Coupe 2009 10.12% FIAT 500 Convertible 2012 6.25% Nissan Leaf Hatchback 2012 4.33%
|
||||||
|
406 /scratch/Teaching/cars/car_ims/001338.jpg Audi 100 Sedan 1994 Audi 100 Sedan 1994 96.68% Audi V8 Sedan 1994 2.55% Mercedes-Benz 300-Class Convertible 1993 0.44% Ford Ranger SuperCab 2011 0.15% Audi 100 Wagon 1994 0.1%
|
||||||
|
407 /scratch/Teaching/cars/car_ims/003720.jpg Bugatti Veyron 16.4 Coupe 2009 Bugatti Veyron 16.4 Convertible 2009 51.15% Bugatti Veyron 16.4 Coupe 2009 44.97% Mercedes-Benz SL-Class Coupe 2009 3.06% McLaren MP4-12C Coupe 2012 0.72% Ford GT Coupe 2006 0.04%
|
||||||
|
408 /scratch/Teaching/cars/car_ims/002679.jpg BMW X6 SUV 2012 BMW X6 SUV 2012 50.56% BMW X3 SUV 2012 33.44% Audi R8 Coupe 2012 8.78% BMW X5 SUV 2007 1.68% Isuzu Ascender SUV 2008 1.12%
|
||||||
|
409 /scratch/Teaching/cars/car_ims/014060.jpg Nissan 240SX Coupe 1998 Cadillac SRX SUV 2012 33.29% Audi V8 Sedan 1994 10.85% Volvo 240 Sedan 1993 5.51% Audi 100 Sedan 1994 4.93% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 4.61%
|
||||||
|
410 /scratch/Teaching/cars/car_ims/003518.jpg Bentley Continental Flying Spur Sedan 2007 Ford F-450 Super Duty Crew Cab 2012 23.89% Rolls-Royce Phantom Sedan 2012 16.03% Jeep Wrangler SUV 2012 11.58% GMC Canyon Extended Cab 2012 11.37% Rolls-Royce Phantom Drophead Coupe Convertible 2012 9.45%
|
||||||
|
411 /scratch/Teaching/cars/car_ims/015498.jpg Toyota Corolla Sedan 2012 Dodge Caliber Wagon 2012 42.69% Chevrolet Impala Sedan 2007 10.78% Dodge Journey SUV 2012 6.15% BMW 1 Series Convertible 2012 5.51% Chrysler Sebring Convertible 2010 4.51%
|
||||||
|
412 /scratch/Teaching/cars/car_ims/010158.jpg Geo Metro Convertible 1993 Jaguar XK XKR 2012 71.32% Aston Martin Virage Convertible 2012 5.69% BMW 6 Series Convertible 2007 4.77% BMW M6 Convertible 2010 4.66% Chevrolet Corvette Ron Fellows Edition Z06 2007 1.84%
|
||||||
|
413 /scratch/Teaching/cars/car_ims/015175.jpg Tesla Model S Sedan 2012 Mercedes-Benz Sprinter Van 2012 33.86% Mercedes-Benz S-Class Sedan 2012 24.61% Suzuki Aerio Sedan 2007 20.16% Porsche Panamera Sedan 2012 3.55% BMW M5 Sedan 2010 2.58%
|
||||||
|
414 /scratch/Teaching/cars/car_ims/015724.jpg Volkswagen Golf Hatchback 1991 Dodge Sprinter Cargo Van 2009 52.71% Volkswagen Golf Hatchback 1991 13.72% Suzuki SX4 Hatchback 2012 10.08% Ford Fiesta Sedan 2012 8.33% Audi V8 Sedan 1994 3.45%
|
||||||
|
415 /scratch/Teaching/cars/car_ims/012226.jpg Jeep Compass SUV 2012 Jeep Grand Cherokee SUV 2012 47.09% Jeep Compass SUV 2012 27.8% BMW X5 SUV 2007 24.18% HUMMER H3T Crew Cab 2010 0.54% Jeep Wrangler SUV 2012 0.1%
|
||||||
|
416 /scratch/Teaching/cars/car_ims/008144.jpg FIAT 500 Convertible 2012 FIAT 500 Convertible 2012 99.95% Maybach Landaulet Convertible 2012 0.02% Bugatti Veyron 16.4 Convertible 2009 0.02% smart fortwo Convertible 2012 0.01% MINI Cooper Roadster Convertible 2012 0.0%
|
||||||
|
417 /scratch/Teaching/cars/car_ims/003145.jpg Bentley Continental Supersports Conv. Convertible 2012 Chevrolet Corvette ZR1 2012 49.24% Ford GT Coupe 2006 18.5% Bugatti Veyron 16.4 Coupe 2009 5.83% Mercedes-Benz SL-Class Coupe 2009 4.19% Porsche Panamera Sedan 2012 3.23%
|
||||||
|
418 /scratch/Teaching/cars/car_ims/008206.jpg Ferrari FF Coupe 2012 Ferrari 458 Italia Coupe 2012 64.66% Chevrolet Corvette Convertible 2012 20.01% Ferrari California Convertible 2012 8.86% BMW M3 Coupe 2012 2.12% Aston Martin V8 Vantage Coupe 2012 1.82%
|
||||||
|
419 /scratch/Teaching/cars/car_ims/002623.jpg BMW X6 SUV 2012 Dodge Durango SUV 2007 31.14% Jeep Liberty SUV 2012 17.13% HUMMER H3T Crew Cab 2010 11.95% Toyota Sequoia SUV 2012 9.48% Jeep Wrangler SUV 2012 8.78%
|
||||||
|
420 /scratch/Teaching/cars/car_ims/004902.jpg Chevrolet Impala Sedan 2007 Spyker C8 Convertible 2009 20.01% Chevrolet Corvette Convertible 2012 17.68% Chevrolet Corvette Ron Fellows Edition Z06 2007 7.65% Jaguar XK XKR 2012 6.43% BMW 6 Series Convertible 2007 6.22%
|
||||||
|
421 /scratch/Teaching/cars/car_ims/012248.jpg Jeep Compass SUV 2012 Ford F-450 Super Duty Crew Cab 2012 31.33% Bentley Continental Flying Spur Sedan 2007 29.53% AM General Hummer SUV 2000 10.39% Volkswagen Beetle Hatchback 2012 5.36% Cadillac CTS-V Sedan 2012 4.42%
|
||||||
|
422 /scratch/Teaching/cars/car_ims/000047.jpg AM General Hummer SUV 2000 AM General Hummer SUV 2000 74.78% Jeep Wrangler SUV 2012 24.86% Jeep Patriot SUV 2012 0.33% HUMMER H3T Crew Cab 2010 0.03% Jeep Liberty SUV 2012 0.0%
|
||||||
|
423 /scratch/Teaching/cars/car_ims/000950.jpg Audi RS 4 Convertible 2008 BMW Z4 Convertible 2012 85.4% Audi RS 4 Convertible 2008 13.69% Dodge Charger Sedan 2012 0.28% Lamborghini Diablo Coupe 2001 0.15% Audi S4 Sedan 2012 0.13%
|
||||||
|
424 /scratch/Teaching/cars/car_ims/003793.jpg Buick Regal GS 2012 Chevrolet Sonic Sedan 2012 94.32% BMW X6 SUV 2012 3.34% Mitsubishi Lancer Sedan 2012 1.34% Suzuki SX4 Hatchback 2012 0.62% Volvo C30 Hatchback 2012 0.14%
|
||||||
|
425 /scratch/Teaching/cars/car_ims/013192.jpg Mercedes-Benz 300-Class Convertible 1993 Mercedes-Benz 300-Class Convertible 1993 96.07% Audi 100 Sedan 1994 1.23% BMW 6 Series Convertible 2007 0.95% Plymouth Neon Coupe 1999 0.82% Audi 100 Wagon 1994 0.32%
|
||||||
|
426 /scratch/Teaching/cars/car_ims/013301.jpg Mercedes-Benz C-Class Sedan 2012 Hyundai Genesis Sedan 2012 67.69% Acura TL Type-S 2008 13.88% Mercedes-Benz S-Class Sedan 2012 2.95% Chevrolet Corvette ZR1 2012 2.0% Mercedes-Benz C-Class Sedan 2012 1.97%
|
||||||
|
427 /scratch/Teaching/cars/car_ims/000509.jpg Acura ZDX Hatchback 2012 Jeep Wrangler SUV 2012 47.52% HUMMER H3T Crew Cab 2010 21.89% Acura RL Sedan 2012 8.54% Chrysler Town and Country Minivan 2012 7.74% Suzuki SX4 Hatchback 2012 6.25%
|
||||||
|
428 /scratch/Teaching/cars/car_ims/001770.jpg Audi S5 Coupe 2012 Infiniti G Coupe IPL 2012 61.61% Tesla Model S Sedan 2012 8.91% Ford Mustang Convertible 2007 8.69% Chevrolet Camaro Convertible 2012 4.14% Eagle Talon Hatchback 1998 2.91%
|
||||||
|
429 /scratch/Teaching/cars/car_ims/000289.jpg Acura TL Type-S 2008 Volkswagen Golf Hatchback 2012 37.71% Hyundai Veloster Hatchback 2012 18.21% BMW M5 Sedan 2010 7.19% Ferrari 458 Italia Coupe 2012 5.07% Chevrolet Camaro Convertible 2012 4.09%
|
||||||
|
430 /scratch/Teaching/cars/car_ims/004151.jpg Cadillac SRX SUV 2012 Cadillac Escalade EXT Crew Cab 2007 78.64% Porsche Panamera Sedan 2012 7.47% Cadillac CTS-V Sedan 2012 3.27% Dodge Challenger SRT8 2011 3.02% Bentley Mulsanne Sedan 2011 1.48%
|
||||||
|
431 /scratch/Teaching/cars/car_ims/002181.jpg BMW 1 Series Convertible 2012 Chevrolet Corvette ZR1 2012 82.27% Jaguar XK XKR 2012 10.15% Aston Martin V8 Vantage Convertible 2012 2.98% BMW M3 Coupe 2012 0.96% Mercedes-Benz SL-Class Coupe 2009 0.82%
|
||||||
|
432 /scratch/Teaching/cars/car_ims/005447.jpg Chevrolet TrailBlazer SS 2009 Cadillac Escalade EXT Crew Cab 2007 74.1% Bentley Arnage Sedan 2009 12.38% HUMMER H2 SUT Crew Cab 2009 5.22% Toyota Sequoia SUV 2012 1.53% Jeep Liberty SUV 2012 1.28%
|
||||||
|
433 /scratch/Teaching/cars/car_ims/011029.jpg Hyundai Sonata Hybrid Sedan 2012 Ford Fiesta Sedan 2012 23.69% Hyundai Elantra Touring Hatchback 2012 20.7% Hyundai Accent Sedan 2012 14.49% Mitsubishi Lancer Sedan 2012 10.91% Audi TT Hatchback 2011 4.49%
|
||||||
|
434 /scratch/Teaching/cars/car_ims/011645.jpg Infiniti QX56 SUV 2011 Land Rover LR2 SUV 2012 98.19% Infiniti QX56 SUV 2011 0.53% Ford Edge SUV 2012 0.43% GMC Acadia SUV 2012 0.22% Chevrolet TrailBlazer SS 2009 0.15%
|
||||||
|
435 /scratch/Teaching/cars/car_ims/003367.jpg Bentley Continental GT Coupe 2012 Bugatti Veyron 16.4 Convertible 2009 32.64% Audi S4 Sedan 2012 19.91% Chevrolet Corvette ZR1 2012 11.84% Acura Integra Type R 2001 6.83% Bugatti Veyron 16.4 Coupe 2009 3.33%
|
||||||
|
436 /scratch/Teaching/cars/car_ims/006141.jpg Chrysler Aspen SUV 2009 Nissan NV Passenger Van 2012 97.71% Mercedes-Benz Sprinter Van 2012 0.64% Chevrolet Express Van 2007 0.46% Chrysler Aspen SUV 2009 0.26% Ram C/V Cargo Van Minivan 2012 0.26%
|
||||||
|
437 /scratch/Teaching/cars/car_ims/001364.jpg Audi 100 Sedan 1994 Chevrolet Silverado 1500 Extended Cab 2012 47.33% Hyundai Veracruz SUV 2012 7.59% Land Rover Range Rover SUV 2012 7.25% BMW X3 SUV 2012 5.8% Hyundai Tucson SUV 2012 4.46%
|
||||||
|
438 /scratch/Teaching/cars/car_ims/008479.jpg Ferrari 458 Italia Coupe 2012 Ferrari 458 Italia Coupe 2012 77.59% Ferrari 458 Italia Convertible 2012 22.14% Chevrolet Corvette Convertible 2012 0.23% Ferrari California Convertible 2012 0.02% Lamborghini Aventador Coupe 2012 0.01%
|
||||||
|
439 /scratch/Teaching/cars/car_ims/000840.jpg Aston Martin Virage Coupe 2012 Chevrolet Corvette Convertible 2012 46.87% Aston Martin V8 Vantage Coupe 2012 27.72% Dodge Charger SRT-8 2009 7.91% McLaren MP4-12C Coupe 2012 5.02% Ford Mustang Convertible 2007 1.93%
|
||||||
|
440 /scratch/Teaching/cars/car_ims/004100.jpg Cadillac CTS-V Sedan 2012 Audi S6 Sedan 2011 93.63% Dodge Charger Sedan 2012 1.54% Rolls-Royce Ghost Sedan 2012 1.14% Volkswagen Golf Hatchback 2012 0.38% Chevrolet Sonic Sedan 2012 0.3%
|
||||||
|
441 /scratch/Teaching/cars/car_ims/006634.jpg Daewoo Nubira Wagon 2002 Chrysler Crossfire Convertible 2008 21.54% Chevrolet Tahoe Hybrid SUV 2012 18.66% Geo Metro Convertible 1993 10.26% Chrysler PT Cruiser Convertible 2008 6.31% Bentley Continental Flying Spur Sedan 2007 5.74%
|
||||||
|
442 /scratch/Teaching/cars/car_ims/008320.jpg Ferrari California Convertible 2012 McLaren MP4-12C Coupe 2012 51.27% Lamborghini Aventador Coupe 2012 19.34% HUMMER H3T Crew Cab 2010 11.27% Aston Martin Virage Coupe 2012 5.02% Spyker C8 Coupe 2009 4.11%
|
||||||
|
443 /scratch/Teaching/cars/car_ims/014423.jpg Rolls-Royce Ghost Sedan 2012 Dodge Magnum Wagon 2008 32.97% Ford Mustang Convertible 2007 13.04% Jeep Wrangler SUV 2012 8.52% Jeep Liberty SUV 2012 4.82% Dodge Caliber Wagon 2012 4.42%
|
||||||
|
444 /scratch/Teaching/cars/car_ims/013227.jpg Mercedes-Benz 300-Class Convertible 1993 Ram C/V Cargo Van Minivan 2012 59.6% Ford F-150 Regular Cab 2007 14.97% Dodge Durango SUV 2007 8.08% Buick Rainier SUV 2007 5.57% Nissan NV Passenger Van 2012 1.66%
|
||||||
|
445 /scratch/Teaching/cars/car_ims/002892.jpg BMW M6 Convertible 2010 Bentley Arnage Sedan 2009 45.07% Rolls-Royce Ghost Sedan 2012 20.85% Cadillac Escalade EXT Crew Cab 2007 9.54% Suzuki SX4 Sedan 2012 5.62% Isuzu Ascender SUV 2008 3.67%
|
||||||
|
446 /scratch/Teaching/cars/car_ims/007497.jpg Dodge Magnum Wagon 2008 BMW 1 Series Coupe 2012 47.56% Chevrolet HHR SS 2010 20.81% Chrysler 300 SRT-8 2010 6.77% BMW X3 SUV 2012 4.99% Buick Regal GS 2012 3.52%
|
||||||
|
447 /scratch/Teaching/cars/car_ims/002788.jpg BMW M5 Sedan 2010 Bentley Arnage Sedan 2009 58.74% Chevrolet Sonic Sedan 2012 11.44% BMW M6 Convertible 2010 9.72% Aston Martin Virage Convertible 2012 2.88% Audi RS 4 Convertible 2008 2.3%
|
||||||
|
448 /scratch/Teaching/cars/car_ims/007058.jpg Dodge Ram Pickup 3500 Quad Cab 2009 Ford F-150 Regular Cab 2007 52.59% Chevrolet Silverado 1500 Extended Cab 2012 23.46% GMC Canyon Extended Cab 2012 19.93% Chevrolet Silverado 2500HD Regular Cab 2012 1.06% Ford F-450 Super Duty Crew Cab 2012 0.82%
|
||||||
|
449 /scratch/Teaching/cars/car_ims/009041.jpg Ford Ranger SuperCab 2011 Dodge Ram Pickup 3500 Quad Cab 2009 74.79% Ford Ranger SuperCab 2011 24.61% GMC Canyon Extended Cab 2012 0.29% GMC Acadia SUV 2012 0.19% Buick Enclave SUV 2012 0.03%
|
||||||
|
450 /scratch/Teaching/cars/car_ims/014314.jpg Ram C/V Cargo Van Minivan 2012 GMC Canyon Extended Cab 2012 58.59% Dodge Dakota Club Cab 2007 5.15% Rolls-Royce Phantom Drophead Coupe Convertible 2012 3.98% Spyker C8 Coupe 2009 2.32% Audi R8 Coupe 2012 1.84%
|
||||||
|
451 /scratch/Teaching/cars/car_ims/011049.jpg Hyundai Sonata Hybrid Sedan 2012 Audi TT RS Coupe 2012 39.12% Audi S4 Sedan 2012 14.58% Hyundai Tucson SUV 2012 13.06% Honda Accord Coupe 2012 9.15% Hyundai Elantra Sedan 2007 7.83%
|
||||||
|
452 /scratch/Teaching/cars/car_ims/014481.jpg Rolls-Royce Ghost Sedan 2012 Rolls-Royce Phantom Sedan 2012 82.31% Volvo 240 Sedan 1993 4.71% Jaguar XK XKR 2012 0.9% Aston Martin Virage Convertible 2012 0.79% Dodge Challenger SRT8 2011 0.7%
|
||||||
|
453 /scratch/Teaching/cars/car_ims/008966.jpg Ford Edge SUV 2012 Audi R8 Coupe 2012 51.06% Fisker Karma Sedan 2012 13.43% Spyker C8 Coupe 2009 10.36% Audi TTS Coupe 2012 8.89% Hyundai Veloster Hatchback 2012 4.39%
|
||||||
|
454 /scratch/Teaching/cars/car_ims/014479.jpg Rolls-Royce Ghost Sedan 2012 Cadillac Escalade EXT Crew Cab 2007 43.44% Rolls-Royce Ghost Sedan 2012 37.48% Land Rover LR2 SUV 2012 7.78% AM General Hummer SUV 2000 3.45% Dodge Dakota Club Cab 2007 1.81%
|
||||||
|
455 /scratch/Teaching/cars/car_ims/015387.jpg Toyota Camry Sedan 2012 Audi S5 Coupe 2012 10.07% Mercedes-Benz C-Class Sedan 2012 8.83% Audi S6 Sedan 2011 8.31% Acura TSX Sedan 2012 7.62% Infiniti G Coupe IPL 2012 6.97%
|
||||||
|
456 /scratch/Teaching/cars/car_ims/003782.jpg Buick Regal GS 2012 Chrysler 300 SRT-8 2010 78.45% Rolls-Royce Phantom Sedan 2012 13.86% BMW M5 Sedan 2010 2.96% Bentley Arnage Sedan 2009 0.68% Jeep Wrangler SUV 2012 0.56%
|
||||||
|
457 /scratch/Teaching/cars/car_ims/014579.jpg Rolls-Royce Phantom Sedan 2012 Rolls-Royce Phantom Sedan 2012 91.11% GMC Terrain SUV 2012 3.17% Chrysler 300 SRT-8 2010 1.85% Cadillac CTS-V Sedan 2012 1.54% Ford F-450 Super Duty Crew Cab 2012 1.49%
|
||||||
|
458 /scratch/Teaching/cars/car_ims/006620.jpg Daewoo Nubira Wagon 2002 Daewoo Nubira Wagon 2002 61.37% Plymouth Neon Coupe 1999 17.23% Ford Focus Sedan 2007 8.5% Nissan Leaf Hatchback 2012 5.85% Chevrolet Malibu Sedan 2007 3.73%
|
||||||
|
459 /scratch/Teaching/cars/car_ims/000344.jpg Acura TSX Sedan 2012 Cadillac Escalade EXT Crew Cab 2007 65.02% Lincoln Town Car Sedan 2011 3.7% Daewoo Nubira Wagon 2002 3.43% Chevrolet Malibu Sedan 2007 2.45% Chrysler Sebring Convertible 2010 1.86%
|
||||||
|
460 /scratch/Teaching/cars/car_ims/003469.jpg Bentley Continental GT Coupe 2007 Dodge Challenger SRT8 2011 63.62% Bentley Arnage Sedan 2009 17.1% Bentley Continental GT Coupe 2012 9.59% Volkswagen Beetle Hatchback 2012 5.86% Bentley Continental Flying Spur Sedan 2007 2.89%
|
||||||
|
461 /scratch/Teaching/cars/car_ims/006081.jpg Chevrolet Silverado 1500 Regular Cab 2012 Chevrolet Silverado 2500HD Regular Cab 2012 99.84% Dodge Dakota Crew Cab 2010 0.03% Chevrolet Silverado 1500 Extended Cab 2012 0.02% Audi V8 Sedan 1994 0.02% Spyker C8 Convertible 2009 0.01%
|
||||||
|
462 /scratch/Teaching/cars/car_ims/015679.jpg Volkswagen Golf Hatchback 1991 Mitsubishi Lancer Sedan 2012 22.81% Audi S6 Sedan 2011 11.63% Audi TT Hatchback 2011 7.17% Cadillac SRX SUV 2012 4.45% Audi S4 Sedan 2007 4.25%
|
||||||
|
463 /scratch/Teaching/cars/car_ims/001331.jpg Audi 100 Sedan 1994 Mercedes-Benz 300-Class Convertible 1993 79.25% Audi 100 Sedan 1994 20.68% Audi 100 Wagon 1994 0.03% Audi V8 Sedan 1994 0.02% Volkswagen Golf Hatchback 1991 0.02%
|
||||||
|
464 /scratch/Teaching/cars/car_ims/015869.jpg Volvo C30 Hatchback 2012 Hyundai Veloster Hatchback 2012 28.5% Chevrolet HHR SS 2010 19.56% BMW 3 Series Sedan 2012 17.31% Volvo C30 Hatchback 2012 16.64% Ford GT Coupe 2006 12.79%
|
||||||
|
465 /scratch/Teaching/cars/car_ims/000313.jpg Acura TL Type-S 2008 Honda Odyssey Minivan 2012 9.71% Hyundai Genesis Sedan 2012 5.97% Hyundai Azera Sedan 2012 5.9% Chevrolet Impala Sedan 2007 4.82% Mercedes-Benz C-Class Sedan 2012 4.51%
|
||||||
|
466 /scratch/Teaching/cars/car_ims/010800.jpg Hyundai Santa Fe SUV 2012 Chrysler Aspen SUV 2009 98.02% Jeep Grand Cherokee SUV 2012 0.42% Dodge Durango SUV 2012 0.42% Chevrolet Malibu Sedan 2007 0.37% Chevrolet TrailBlazer SS 2009 0.17%
|
||||||
|
467 /scratch/Teaching/cars/car_ims/003963.jpg Buick Verano Sedan 2012 Audi V8 Sedan 1994 57.45% Tesla Model S Sedan 2012 10.23% Dodge Charger SRT-8 2009 7.71% Buick Verano Sedan 2012 7.04% Nissan Leaf Hatchback 2012 5.9%
|
||||||
|
468 /scratch/Teaching/cars/car_ims/016086.jpg Volvo XC90 SUV 2007 Dodge Charger Sedan 2012 23.72% BMW M6 Convertible 2010 17.16% Nissan Juke Hatchback 2012 11.47% Rolls-Royce Phantom Sedan 2012 11.45% Jeep Wrangler SUV 2012 5.49%
|
||||||
|
469 /scratch/Teaching/cars/car_ims/005732.jpg Chevrolet Express Van 2007 Chevrolet Avalanche Crew Cab 2012 38.97% Jeep Patriot SUV 2012 21.14% Chevrolet Silverado 1500 Classic Extended Cab 2007 12.79% Ford Ranger SuperCab 2011 5.48% Jeep Wrangler SUV 2012 4.27%
|
||||||
|
470 /scratch/Teaching/cars/car_ims/015660.jpg Volkswagen Golf Hatchback 2012 Ford Expedition EL SUV 2009 32.85% Dodge Caliber Wagon 2012 20.63% Lincoln Town Car Sedan 2011 20.1% Toyota Sequoia SUV 2012 4.13% Suzuki SX4 Hatchback 2012 3.79%
|
||||||
|
471 /scratch/Teaching/cars/car_ims/013313.jpg Mercedes-Benz C-Class Sedan 2012 BMW M5 Sedan 2010 27.86% Acura Integra Type R 2001 20.36% Mercedes-Benz E-Class Sedan 2012 7.76% Chevrolet Malibu Hybrid Sedan 2010 7.15% Hyundai Azera Sedan 2012 4.9%
|
||||||
|
472 /scratch/Teaching/cars/car_ims/010057.jpg GMC Savana Van 2012 Chevrolet Express Cargo Van 2007 63.55% Chevrolet Express Van 2007 12.02% Chevrolet Silverado 2500HD Regular Cab 2012 6.52% GMC Savana Van 2012 3.17% Ford F-150 Regular Cab 2007 3.01%
|
||||||
|
473 /scratch/Teaching/cars/car_ims/006636.jpg Daewoo Nubira Wagon 2002 Chrysler PT Cruiser Convertible 2008 77.21% Hyundai Tucson SUV 2012 5.16% Ford Freestar Minivan 2007 3.18% Cadillac SRX SUV 2012 2.28% Chrysler Aspen SUV 2009 2.06%
|
||||||
|
474 /scratch/Teaching/cars/car_ims/006904.jpg Dodge Caravan Minivan 1997 BMW Z4 Convertible 2012 9.53% Plymouth Neon Coupe 1999 9.24% BMW M3 Coupe 2012 7.47% Honda Accord Coupe 2012 6.78% Ferrari FF Coupe 2012 6.4%
|
||||||
|
475 /scratch/Teaching/cars/car_ims/011628.jpg Infiniti QX56 SUV 2011 Land Rover Range Rover SUV 2012 92.22% Cadillac Escalade EXT Crew Cab 2007 4.04% Infiniti QX56 SUV 2011 1.69% Dodge Durango SUV 2012 0.64% Jeep Patriot SUV 2012 0.49%
|
||||||
|
476 /scratch/Teaching/cars/car_ims/010941.jpg Hyundai Veracruz SUV 2012 Chevrolet Traverse SUV 2012 45.8% Hyundai Tucson SUV 2012 16.73% Chevrolet Silverado 1500 Regular Cab 2012 9.78% Buick Enclave SUV 2012 6.34% GMC Terrain SUV 2012 4.63%
|
||||||
|
477 /scratch/Teaching/cars/car_ims/000996.jpg Audi A5 Coupe 2012 Audi TT RS Coupe 2012 50.66% Ford F-450 Super Duty Crew Cab 2012 11.87% Audi S4 Sedan 2012 11.39% Audi S5 Coupe 2012 9.86% Audi R8 Coupe 2012 3.9%
|
||||||
|
478 /scratch/Teaching/cars/car_ims/010243.jpg HUMMER H3T Crew Cab 2010 BMW Z4 Convertible 2012 39.32% Audi R8 Coupe 2012 30.88% FIAT 500 Convertible 2012 6.86% Ford Mustang Convertible 2007 3.58% BMW 3 Series Wagon 2012 3.02%
|
||||||
|
479 /scratch/Teaching/cars/car_ims/007096.jpg Dodge Ram Pickup 3500 Quad Cab 2009 Ford F-450 Super Duty Crew Cab 2012 37.82% Chevrolet Silverado 1500 Extended Cab 2012 17.18% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 11.77% Dodge Ram Pickup 3500 Quad Cab 2009 9.05% Ford Ranger SuperCab 2011 5.6%
|
||||||
|
480 /scratch/Teaching/cars/car_ims/005987.jpg Chevrolet Silverado 1500 Extended Cab 2012 Chevrolet Silverado 1500 Extended Cab 2012 63.64% Chevrolet Tahoe Hybrid SUV 2012 15.82% Chevrolet Avalanche Crew Cab 2012 4.54% Dodge Dakota Crew Cab 2010 4.3% Dodge Ram Pickup 3500 Crew Cab 2010 2.74%
|
||||||
|
481 /scratch/Teaching/cars/car_ims/012997.jpg Mazda Tribute SUV 2011 Mazda Tribute SUV 2011 73.42% Buick Rainier SUV 2007 6.92% Toyota Sequoia SUV 2012 3.35% Isuzu Ascender SUV 2008 2.81% Jeep Patriot SUV 2012 2.01%
|
||||||
|
482 /scratch/Teaching/cars/car_ims/009958.jpg GMC Canyon Extended Cab 2012 Audi V8 Sedan 1994 49.6% Cadillac Escalade EXT Crew Cab 2007 15.33% Dodge Durango SUV 2007 12.78% Dodge Ram Pickup 3500 Quad Cab 2009 9.14% Dodge Ram Pickup 3500 Crew Cab 2010 2.62%
|
||||||
|
483 /scratch/Teaching/cars/car_ims/004669.jpg Chevrolet Traverse SUV 2012 Dodge Durango SUV 2012 68.41% Ford F-450 Super Duty Crew Cab 2012 5.7% Hyundai Veracruz SUV 2012 4.81% Volvo XC90 SUV 2007 4.23% Chrysler Aspen SUV 2009 1.73%
|
||||||
|
484 /scratch/Teaching/cars/car_ims/007827.jpg Dodge Charger Sedan 2012 Nissan Juke Hatchback 2012 37.59% Dodge Journey SUV 2012 14.88% Hyundai Elantra Sedan 2007 6.95% Dodge Charger Sedan 2012 6.76% BMW X6 SUV 2012 6.25%
|
||||||
|
485 /scratch/Teaching/cars/car_ims/006716.jpg Dodge Caliber Wagon 2012 Hyundai Sonata Sedan 2012 12.35% GMC Acadia SUV 2012 10.03% Volvo XC90 SUV 2007 9.25% Dodge Caliber Wagon 2012 6.24% Ford Edge SUV 2012 6.12%
|
||||||
|
486 /scratch/Teaching/cars/car_ims/014957.jpg Suzuki Kizashi Sedan 2012 Chevrolet Cobalt SS 2010 98.94% Audi TT RS Coupe 2012 0.28% Toyota Camry Sedan 2012 0.1% Audi S4 Sedan 2012 0.09% Hyundai Elantra Sedan 2007 0.08%
|
||||||
|
487 /scratch/Teaching/cars/car_ims/002247.jpg BMW 1 Series Coupe 2012 BMW 3 Series Sedan 2012 82.84% Volvo C30 Hatchback 2012 7.28% BMW 1 Series Coupe 2012 6.47% Dodge Magnum Wagon 2008 1.24% Jeep Wrangler SUV 2012 0.69%
|
||||||
|
488 /scratch/Teaching/cars/car_ims/001208.jpg Audi R8 Coupe 2012 Chevrolet Corvette Convertible 2012 40.68% Aston Martin V8 Vantage Coupe 2012 20.58% Audi RS 4 Convertible 2008 5.37% Ferrari California Convertible 2012 4.43% Acura Integra Type R 2001 4.3%
|
||||||
|
489 /scratch/Teaching/cars/car_ims/011684.jpg Isuzu Ascender SUV 2008 Isuzu Ascender SUV 2008 86.08% Ford Ranger SuperCab 2011 13.06% Dodge Durango SUV 2012 0.75% Dodge Dakota Crew Cab 2010 0.07% Hyundai Azera Sedan 2012 0.02%
|
||||||
|
490 /scratch/Teaching/cars/car_ims/014245.jpg Porsche Panamera Sedan 2012 Bugatti Veyron 16.4 Coupe 2009 85.73% Bugatti Veyron 16.4 Convertible 2009 3.86% Ford GT Coupe 2006 2.59% Audi TTS Coupe 2012 1.72% Chevrolet Corvette ZR1 2012 1.58%
|
||||||
|
491 /scratch/Teaching/cars/car_ims/003258.jpg Bentley Arnage Sedan 2009 Bentley Arnage Sedan 2009 94.02% Jeep Liberty SUV 2012 4.62% Nissan NV Passenger Van 2012 1.03% Bentley Mulsanne Sedan 2011 0.18% Jeep Compass SUV 2012 0.06%
|
||||||
|
492 /scratch/Teaching/cars/car_ims/000951.jpg Audi RS 4 Convertible 2008 Bentley Arnage Sedan 2009 17.28% Audi S6 Sedan 2011 12.56% BMW M6 Convertible 2010 10.82% Ford Mustang Convertible 2007 10.65% Audi RS 4 Convertible 2008 7.89%
|
||||||
|
493 /scratch/Teaching/cars/car_ims/006101.jpg Chevrolet Silverado 1500 Regular Cab 2012 Chevrolet Silverado 1500 Extended Cab 2012 19.87% Chevrolet Silverado 1500 Regular Cab 2012 11.1% Ford F-150 Regular Cab 2007 6.64% Ford F-150 Regular Cab 2012 6.07% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 4.97%
|
||||||
|
494 /scratch/Teaching/cars/car_ims/011489.jpg Hyundai Azera Sedan 2012 Cadillac CTS-V Sedan 2012 18.13% Ford Edge SUV 2012 14.31% Dodge Durango SUV 2012 13.28% Ford F-450 Super Duty Crew Cab 2012 11.45% Infiniti QX56 SUV 2011 6.88%
|
||||||
|
495 /scratch/Teaching/cars/car_ims/014761.jpg Spyker C8 Coupe 2009 Dodge Challenger SRT8 2011 63.4% Hyundai Azera Sedan 2012 18.51% Spyker C8 Convertible 2009 4.17% Spyker C8 Coupe 2009 3.53% Hyundai Genesis Sedan 2012 2.84%
|
||||||
|
496 /scratch/Teaching/cars/car_ims/005560.jpg Chevrolet Silverado 2500HD Regular Cab 2012 Chevrolet Silverado 2500HD Regular Cab 2012 44.89% Chevrolet Silverado 1500 Regular Cab 2012 44.67% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 5.9% GMC Canyon Extended Cab 2012 3.44% Chevrolet Tahoe Hybrid SUV 2012 0.29%
|
||||||
|
497 /scratch/Teaching/cars/car_ims/005694.jpg Chevrolet Express Van 2007 Chevrolet Silverado 1500 Regular Cab 2012 75.43% Chevrolet Silverado 1500 Extended Cab 2012 3.89% Chevrolet Tahoe Hybrid SUV 2012 3.22% Chevrolet Avalanche Crew Cab 2012 3.12% Ford Ranger SuperCab 2011 1.64%
|
||||||
|
498 /scratch/Teaching/cars/car_ims/001903.jpg Audi S4 Sedan 2007 Bentley Arnage Sedan 2009 85.97% Audi RS 4 Convertible 2008 8.76% Rolls-Royce Phantom Sedan 2012 1.42% Mercedes-Benz C-Class Sedan 2012 0.85% Chevrolet Sonic Sedan 2012 0.58%
|
||||||
|
499 /scratch/Teaching/cars/car_ims/002082.jpg BMW ActiveHybrid 5 Sedan 2012 Chrysler PT Cruiser Convertible 2008 33.33% Mercedes-Benz SL-Class Coupe 2009 17.86% Bentley Continental GT Coupe 2012 12.67% Chrysler Crossfire Convertible 2008 6.9% MINI Cooper Roadster Convertible 2012 4.62%
|
||||||
|
500 /scratch/Teaching/cars/car_ims/004802.jpg Chevrolet Camaro Convertible 2012 Ford F-450 Super Duty Crew Cab 2012 70.15% Audi RS 4 Convertible 2008 7.26% Jaguar XK XKR 2012 5.64% Chevrolet Corvette ZR1 2012 2.32% AM General Hummer SUV 2000 1.51%
|
||||||
|
501 /scratch/Teaching/cars/car_ims/016122.jpg smart fortwo Convertible 2012 Porsche Panamera Sedan 2012 37.09% Aston Martin V8 Vantage Coupe 2012 15.1% Cadillac SRX SUV 2012 9.76% Rolls-Royce Phantom Sedan 2012 6.8% BMW 3 Series Wagon 2012 3.96%
|
||||||
|
502 /scratch/Teaching/cars/car_ims/010921.jpg Hyundai Tucson SUV 2012 Volkswagen Golf Hatchback 1991 37.41% Buick Enclave SUV 2012 14.18% Ford Ranger SuperCab 2011 8.2% Dodge Dakota Crew Cab 2010 6.95% GMC Canyon Extended Cab 2012 3.55%
|
||||||
|
503 /scratch/Teaching/cars/car_ims/011521.jpg Hyundai Azera Sedan 2012 Chrysler 300 SRT-8 2010 14.6% Audi S5 Convertible 2012 14.12% Infiniti G Coupe IPL 2012 10.31% Suzuki Kizashi Sedan 2012 8.38% Cadillac SRX SUV 2012 6.15%
|
||||||
|
504 /scratch/Teaching/cars/car_ims/015573.jpg Toyota 4Runner SUV 2012 Toyota 4Runner SUV 2012 17.45% Dodge Durango SUV 2012 8.89% Land Rover Range Rover SUV 2012 4.92% Chrysler Town and Country Minivan 2012 3.31% Ram C/V Cargo Van Minivan 2012 3.28%
|
||||||
|
505 /scratch/Teaching/cars/car_ims/007086.jpg Dodge Ram Pickup 3500 Quad Cab 2009 Ford F-450 Super Duty Crew Cab 2012 38.57% Ford F-150 Regular Cab 2012 27.39% Ford E-Series Wagon Van 2012 19.98% Dodge Ram Pickup 3500 Quad Cab 2009 7.18% Isuzu Ascender SUV 2008 2.23%
|
||||||
|
506 /scratch/Teaching/cars/car_ims/000292.jpg Acura TL Type-S 2008 Honda Accord Coupe 2012 30.33% Acura TL Type-S 2008 23.28% Land Rover LR2 SUV 2012 18.77% Porsche Panamera Sedan 2012 10.31% Mercedes-Benz C-Class Sedan 2012 3.14%
|
||||||
|
507 /scratch/Teaching/cars/car_ims/005969.jpg Chevrolet Silverado 1500 Extended Cab 2012 Chevrolet Silverado 2500HD Regular Cab 2012 56.76% Chevrolet Silverado 1500 Extended Cab 2012 25.58% Dodge Ram Pickup 3500 Quad Cab 2009 7.1% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 6.81% GMC Canyon Extended Cab 2012 1.89%
|
||||||
|
508 /scratch/Teaching/cars/car_ims/008560.jpg Fisker Karma Sedan 2012 Buick Regal GS 2012 28.24% BMW M6 Convertible 2010 15.21% Ram C/V Cargo Van Minivan 2012 12.98% Dodge Durango SUV 2012 7.78% Rolls-Royce Phantom Sedan 2012 6.97%
|
||||||
|
509 /scratch/Teaching/cars/car_ims/013230.jpg Mercedes-Benz 300-Class Convertible 1993 Dodge Magnum Wagon 2008 76.33% Ferrari 458 Italia Coupe 2012 11.4% Ferrari 458 Italia Convertible 2012 10.94% Dodge Charger SRT-8 2009 0.7% Aston Martin Virage Coupe 2012 0.46%
|
||||||
|
510 /scratch/Teaching/cars/car_ims/005949.jpg Chevrolet Silverado 1500 Extended Cab 2012 GMC Canyon Extended Cab 2012 90.52% Ford Ranger SuperCab 2011 4.1% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 1.59% Chevrolet Silverado 1500 Extended Cab 2012 1.48% Chevrolet Silverado 2500HD Regular Cab 2012 1.09%
|
||||||
|
511 /scratch/Teaching/cars/car_ims/014055.jpg Nissan 240SX Coupe 1998 BMW 1 Series Coupe 2012 36.13% BMW Z4 Convertible 2012 26.5% BMW X6 SUV 2012 26.46% Audi R8 Coupe 2012 5.06% Hyundai Sonata Sedan 2012 2.3%
|
||||||
|
512 /scratch/Teaching/cars/car_ims/015802.jpg Volkswagen Beetle Hatchback 2012 Hyundai Sonata Sedan 2012 12.81% Volkswagen Beetle Hatchback 2012 11.68% Hyundai Veracruz SUV 2012 8.57% Acura TL Sedan 2012 8.45% Audi A5 Coupe 2012 7.2%
|
||||||
|
513 /scratch/Teaching/cars/car_ims/007404.jpg Dodge Dakota Club Cab 2007 Dodge Dakota Crew Cab 2010 71.09% Dodge Durango SUV 2007 16.7% GMC Acadia SUV 2012 3.9% Dodge Dakota Club Cab 2007 3.04% Dodge Ram Pickup 3500 Crew Cab 2010 2.45%
|
||||||
|
514 /scratch/Teaching/cars/car_ims/004844.jpg Chevrolet HHR SS 2010 BMW 1 Series Coupe 2012 72.88% Hyundai Veloster Hatchback 2012 8.89% BMW Z4 Convertible 2012 8.16% Bentley Continental GT Coupe 2012 6.26% Volvo C30 Hatchback 2012 2.09%
|
||||||
|
515 /scratch/Teaching/cars/car_ims/015473.jpg Toyota Corolla Sedan 2012 Jeep Compass SUV 2012 29.38% Dodge Charger SRT-8 2009 22.81% Nissan Juke Hatchback 2012 14.46% Chevrolet Avalanche Crew Cab 2012 10.33% HUMMER H2 SUT Crew Cab 2009 3.12%
|
||||||
|
516 /scratch/Teaching/cars/car_ims/005192.jpg Chevrolet Avalanche Crew Cab 2012 Chevrolet Avalanche Crew Cab 2012 91.51% Chevrolet Tahoe Hybrid SUV 2012 5.62% Dodge Dakota Crew Cab 2010 2.82% Dodge Dakota Club Cab 2007 0.01% Cadillac Escalade EXT Crew Cab 2007 0.01%
|
||||||
|
517 /scratch/Teaching/cars/car_ims/001164.jpg Audi R8 Coupe 2012 Audi R8 Coupe 2012 99.86% Audi TT Hatchback 2011 0.09% Mitsubishi Lancer Sedan 2012 0.02% Audi A5 Coupe 2012 0.01% Audi S4 Sedan 2012 0.0%
|
||||||
|
518 /scratch/Teaching/cars/car_ims/005207.jpg Chevrolet Avalanche Crew Cab 2012 Nissan Juke Hatchback 2012 29.97% Dodge Durango SUV 2012 25.36% Toyota Sequoia SUV 2012 10.77% Chevrolet Silverado 1500 Extended Cab 2012 3.46% Ford Mustang Convertible 2007 2.39%
|
||||||
|
519 /scratch/Teaching/cars/car_ims/001612.jpg Audi S6 Sedan 2011 Audi S5 Coupe 2012 69.69% Audi S6 Sedan 2011 16.6% Audi S4 Sedan 2012 6.51% Audi TTS Coupe 2012 3.87% Audi S4 Sedan 2007 2.73%
|
||||||
|
520 /scratch/Teaching/cars/car_ims/000280.jpg Acura TL Type-S 2008 Chevrolet Corvette ZR1 2012 29.32% Acura TL Type-S 2008 14.98% Bugatti Veyron 16.4 Coupe 2009 11.93% Audi S5 Coupe 2012 5.45% Audi RS 4 Convertible 2008 4.63%
|
||||||
|
521 /scratch/Teaching/cars/car_ims/006812.jpg Dodge Caliber Wagon 2007 Chevrolet Traverse SUV 2012 41.7% Hyundai Tucson SUV 2012 10.54% Hyundai Sonata Sedan 2012 9.49% Dodge Journey SUV 2012 6.3% Dodge Caliber Wagon 2012 4.4%
|
||||||
|
522 /scratch/Teaching/cars/car_ims/001339.jpg Audi 100 Sedan 1994 Eagle Talon Hatchback 1998 96.36% Audi 100 Wagon 1994 2.31% Audi V8 Sedan 1994 0.43% Acura Integra Type R 2001 0.2% Audi 100 Sedan 1994 0.16%
|
||||||
|
523 /scratch/Teaching/cars/car_ims/011603.jpg Infiniti G Coupe IPL 2012 Audi S4 Sedan 2007 61.29% BMW M5 Sedan 2010 7.75% Bentley Mulsanne Sedan 2011 6.43% BMW 1 Series Convertible 2012 4.55% Audi TTS Coupe 2012 3.67%
|
||||||
|
524 /scratch/Teaching/cars/car_ims/006450.jpg Chrysler Crossfire Convertible 2008 Lamborghini Diablo Coupe 2001 87.25% Ford GT Coupe 2006 6.17% Spyker C8 Coupe 2009 2.67% Chevrolet Cobalt SS 2010 1.67% Dodge Magnum Wagon 2008 0.53%
|
||||||
|
525 /scratch/Teaching/cars/car_ims/004349.jpg Chevrolet Silverado 1500 Hybrid Crew Cab 2012 Chevrolet Silverado 1500 Hybrid Crew Cab 2012 64.69% Chevrolet Avalanche Crew Cab 2012 17.47% Chevrolet Tahoe Hybrid SUV 2012 9.58% Chevrolet Silverado 2500HD Regular Cab 2012 3.38% Isuzu Ascender SUV 2008 1.21%
|
||||||
|
526 /scratch/Teaching/cars/car_ims/001243.jpg Audi V8 Sedan 1994 Chevrolet Silverado 1500 Extended Cab 2012 47.33% Hyundai Veracruz SUV 2012 7.59% Land Rover Range Rover SUV 2012 7.25% BMW X3 SUV 2012 5.8% Hyundai Tucson SUV 2012 4.46%
|
||||||
|
527 /scratch/Teaching/cars/car_ims/014111.jpg Plymouth Neon Coupe 1999 Plymouth Neon Coupe 1999 15.37% Hyundai Elantra Touring Hatchback 2012 10.16% Hyundai Tucson SUV 2012 9.92% Jeep Compass SUV 2012 8.92% Daewoo Nubira Wagon 2002 7.6%
|
||||||
|
528 /scratch/Teaching/cars/car_ims/009027.jpg Ford Ranger SuperCab 2011 GMC Canyon Extended Cab 2012 37.84% Chevrolet Silverado 1500 Extended Cab 2012 36.1% Chevrolet Silverado 1500 Classic Extended Cab 2007 7.5% Dodge Ram Pickup 3500 Quad Cab 2009 5.25% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 2.99%
|
||||||
|
529 /scratch/Teaching/cars/car_ims/013831.jpg Nissan Leaf Hatchback 2012 Nissan Leaf Hatchback 2012 42.58% Audi S4 Sedan 2007 19.15% Porsche Panamera Sedan 2012 18.35% Mitsubishi Lancer Sedan 2012 2.6% Audi S5 Convertible 2012 2.33%
|
||||||
|
530 /scratch/Teaching/cars/car_ims/005804.jpg Chevrolet Monte Carlo Coupe 2007 Mitsubishi Lancer Sedan 2012 20.7% Audi A5 Coupe 2012 6.41% Chevrolet Cobalt SS 2010 5.68% GMC Terrain SUV 2012 5.31% Volvo XC90 SUV 2007 4.71%
|
||||||
|
531 /scratch/Teaching/cars/car_ims/012099.jpg Jeep Liberty SUV 2012 Jeep Compass SUV 2012 46.31% Ram C/V Cargo Van Minivan 2012 10.12% Chrysler Aspen SUV 2009 7.69% Dodge Caliber Wagon 2007 6.37% Nissan Juke Hatchback 2012 4.49%
|
||||||
|
532 /scratch/Teaching/cars/car_ims/002849.jpg BMW M5 Sedan 2010 BMW M5 Sedan 2010 42.19% BMW 6 Series Convertible 2007 29.25% Porsche Panamera Sedan 2012 3.41% Acura RL Sedan 2012 2.55% BMW 1 Series Convertible 2012 2.41%
|
||||||
|
533 /scratch/Teaching/cars/car_ims/001336.jpg Audi 100 Sedan 1994 Geo Metro Convertible 1993 57.39% Hyundai Elantra Touring Hatchback 2012 9.06% Eagle Talon Hatchback 1998 5.88% Plymouth Neon Coupe 1999 5.33% BMW Z4 Convertible 2012 4.24%
|
||||||
|
534 /scratch/Teaching/cars/car_ims/016070.jpg Volvo XC90 SUV 2007 Ford Edge SUV 2012 42.83% Volvo C30 Hatchback 2012 11.61% Dodge Caliber Wagon 2012 9.23% Chrysler Sebring Convertible 2010 5.38% BMW X6 SUV 2012 4.6%
|
||||||
|
535 /scratch/Teaching/cars/car_ims/002719.jpg BMW M3 Coupe 2012 BMW 3 Series Sedan 2012 25.24% BMW M3 Coupe 2012 21.97% Volvo C30 Hatchback 2012 15.17% BMW 1 Series Coupe 2012 9.05% Dodge Charger SRT-8 2009 7.94%
|
||||||
|
536 /scratch/Teaching/cars/car_ims/005299.jpg Chevrolet Cobalt SS 2010 Chevrolet Cobalt SS 2010 88.32% Dodge Magnum Wagon 2008 5.51% Chevrolet HHR SS 2010 2.57% Honda Accord Coupe 2012 1.74% Ferrari 458 Italia Coupe 2012 1.34%
|
||||||
|
537 /scratch/Teaching/cars/car_ims/010305.jpg HUMMER H2 SUT Crew Cab 2009 Chevrolet Silverado 2500HD Regular Cab 2012 47.53% Chevrolet Silverado 1500 Regular Cab 2012 42.63% GMC Terrain SUV 2012 2.31% GMC Canyon Extended Cab 2012 1.57% Ford Ranger SuperCab 2011 1.4%
|
||||||
|
538 /scratch/Teaching/cars/car_ims/009933.jpg GMC Acadia SUV 2012 Ram C/V Cargo Van Minivan 2012 78.18% GMC Acadia SUV 2012 13.41% Land Rover LR2 SUV 2012 2.45% Dodge Durango SUV 2007 1.94% Nissan NV Passenger Van 2012 1.88%
|
||||||
|
539 /scratch/Teaching/cars/car_ims/015927.jpg Volvo C30 Hatchback 2012 Isuzu Ascender SUV 2008 18.22% Ram C/V Cargo Van Minivan 2012 10.58% Ford Expedition EL SUV 2009 5.34% GMC Canyon Extended Cab 2012 4.77% Volkswagen Golf Hatchback 1991 3.05%
|
||||||
|
540 /scratch/Teaching/cars/car_ims/004571.jpg Chevrolet Corvette Ron Fellows Edition Z06 2007 Fisker Karma Sedan 2012 89.92% Tesla Model S Sedan 2012 4.78% Rolls-Royce Phantom Drophead Coupe Convertible 2012 1.17% Mercedes-Benz SL-Class Coupe 2009 1.11% Jaguar XK XKR 2012 0.94%
|
||||||
|
541 /scratch/Teaching/cars/car_ims/001459.jpg Audi 100 Wagon 1994 Audi 100 Wagon 1994 77.83% Audi 100 Sedan 1994 14.16% Audi V8 Sedan 1994 4.9% Honda Accord Sedan 2012 1.25% Mercedes-Benz Sprinter Van 2012 0.82%
|
||||||
|
542 /scratch/Teaching/cars/car_ims/002500.jpg BMW 6 Series Convertible 2007 BMW 6 Series Convertible 2007 95.4% Audi A5 Coupe 2012 3.35% Ford Mustang Convertible 2007 0.57% BMW M6 Convertible 2010 0.43% Dodge Charger Sedan 2012 0.07%
|
||||||
|
543 /scratch/Teaching/cars/car_ims/011219.jpg Hyundai Genesis Sedan 2012 Hyundai Genesis Sedan 2012 92.95% Honda Accord Coupe 2012 1.01% Dodge Charger SRT-8 2009 0.97% Dodge Magnum Wagon 2008 0.87% Hyundai Sonata Sedan 2012 0.77%
|
||||||
|
544 /scratch/Teaching/cars/car_ims/004178.jpg Cadillac SRX SUV 2012 Ford F-450 Super Duty Crew Cab 2012 60.79% GMC Terrain SUV 2012 15.95% BMW X3 SUV 2012 3.31% Jeep Compass SUV 2012 2.63% Nissan NV Passenger Van 2012 1.96%
|
||||||
|
545 /scratch/Teaching/cars/car_ims/009834.jpg GMC Yukon Hybrid SUV 2012 Jeep Patriot SUV 2012 16.18% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 14.65% Ford F-450 Super Duty Crew Cab 2012 9.85% GMC Canyon Extended Cab 2012 9.29% Ford Expedition EL SUV 2009 6.19%
|
||||||
|
546 /scratch/Teaching/cars/car_ims/013857.jpg Nissan NV Passenger Van 2012 Nissan NV Passenger Van 2012 92.59% Ford E-Series Wagon Van 2012 6.2% Mercedes-Benz Sprinter Van 2012 0.59% Chevrolet Tahoe Hybrid SUV 2012 0.42% Ford F-450 Super Duty Crew Cab 2012 0.03%
|
||||||
|
547 /scratch/Teaching/cars/car_ims/007250.jpg Dodge Journey SUV 2012 Buick Regal GS 2012 30.36% BMW X3 SUV 2012 21.8% Ford F-450 Super Duty Crew Cab 2012 7.53% Bentley Mulsanne Sedan 2011 5.16% Chevrolet Tahoe Hybrid SUV 2012 3.9%
|
||||||
|
548 /scratch/Teaching/cars/car_ims/008173.jpg FIAT 500 Convertible 2012 FIAT 500 Convertible 2012 100.0% Aston Martin V8 Vantage Convertible 2012 0.0% Jaguar XK XKR 2012 0.0% Chevrolet Express Cargo Van 2007 0.0% BMW Z4 Convertible 2012 0.0%
|
||||||
|
549 /scratch/Teaching/cars/car_ims/012092.jpg Jeep Liberty SUV 2012 Jeep Liberty SUV 2012 99.9% Bentley Arnage Sedan 2009 0.09% Jeep Patriot SUV 2012 0.0% Jeep Compass SUV 2012 0.0% Nissan NV Passenger Van 2012 0.0%
|
||||||
|
550 /scratch/Teaching/cars/car_ims/008947.jpg Ford Edge SUV 2012 Acura TL Sedan 2012 12.8% Suzuki Kizashi Sedan 2012 7.06% Audi S5 Convertible 2012 6.23% Infiniti G Coupe IPL 2012 5.72% Chevrolet Malibu Sedan 2007 5.12%
|
||||||
|
551 /scratch/Teaching/cars/car_ims/008860.jpg Ford Expedition EL SUV 2009 Ford F-150 Regular Cab 2012 50.92% GMC Acadia SUV 2012 14.74% Ford F-450 Super Duty Crew Cab 2012 10.68% Toyota Sequoia SUV 2012 6.2% Hyundai Santa Fe SUV 2012 4.13%
|
||||||
|
552 /scratch/Teaching/cars/car_ims/000449.jpg Acura Integra Type R 2001 Acura Integra Type R 2001 93.27% Audi RS 4 Convertible 2008 2.51% Ferrari 458 Italia Convertible 2012 1.7% Geo Metro Convertible 1993 1.14% Chevrolet Cobalt SS 2010 0.75%
|
||||||
|
553 /scratch/Teaching/cars/car_ims/014358.jpg Rolls-Royce Phantom Drophead Coupe Convertible 2012 Infiniti G Coupe IPL 2012 25.78% Honda Accord Coupe 2012 21.03% Rolls-Royce Phantom Drophead Coupe Convertible 2012 11.7% Chevrolet Corvette Convertible 2012 7.45% Bugatti Veyron 16.4 Coupe 2009 6.17%
|
||||||
|
554 /scratch/Teaching/cars/car_ims/002081.jpg BMW ActiveHybrid 5 Sedan 2012 BMW ActiveHybrid 5 Sedan 2012 55.71% BMW M3 Coupe 2012 39.8% Dodge Challenger SRT8 2011 2.75% BMW M5 Sedan 2010 1.56% BMW Z4 Convertible 2012 0.1%
|
||||||
|
555 /scratch/Teaching/cars/car_ims/008192.jpg Ferrari FF Coupe 2012 Chevrolet Camaro Convertible 2012 65.51% Chevrolet Corvette Convertible 2012 9.36% Chevrolet Silverado 2500HD Regular Cab 2012 8.25% Chevrolet Silverado 1500 Regular Cab 2012 2.04% Lincoln Town Car Sedan 2011 1.25%
|
||||||
|
556 /scratch/Teaching/cars/car_ims/005779.jpg Chevrolet Monte Carlo Coupe 2007 Acura TSX Sedan 2012 49.45% Acura TL Sedan 2012 20.95% Hyundai Sonata Hybrid Sedan 2012 3.54% Suzuki SX4 Sedan 2012 3.27% Honda Odyssey Minivan 2007 2.49%
|
||||||
|
557 /scratch/Teaching/cars/car_ims/007871.jpg Dodge Charger Sedan 2012 Bentley Arnage Sedan 2009 25.28% AM General Hummer SUV 2000 7.7% Ford GT Coupe 2006 5.52% Cadillac Escalade EXT Crew Cab 2007 3.25% Chrysler Sebring Convertible 2010 3.25%
|
||||||
|
558 /scratch/Teaching/cars/car_ims/012546.jpg Lamborghini Diablo Coupe 2001 Lamborghini Diablo Coupe 2001 90.65% Acura Integra Type R 2001 6.83% Dodge Charger Sedan 2012 0.73% Chevrolet Cobalt SS 2010 0.7% AM General Hummer SUV 2000 0.62%
|
||||||
|
559 /scratch/Teaching/cars/car_ims/013586.jpg Mercedes-Benz Sprinter Van 2012 Dodge Sprinter Cargo Van 2009 99.86% Mercedes-Benz Sprinter Van 2012 0.14% Ford E-Series Wagon Van 2012 0.0% Chrysler Aspen SUV 2009 0.0% Hyundai Veracruz SUV 2012 0.0%
|
||||||
|
560 /scratch/Teaching/cars/car_ims/006324.jpg Chrysler Town and Country Minivan 2012 Chrysler Town and Country Minivan 2012 27.46% Mercedes-Benz 300-Class Convertible 1993 13.39% Ford F-150 Regular Cab 2007 6.15% Mercedes-Benz Sprinter Van 2012 5.81% Nissan NV Passenger Van 2012 5.68%
|
||||||
|
561 /scratch/Teaching/cars/car_ims/009802.jpg GMC Yukon Hybrid SUV 2012 GMC Terrain SUV 2012 68.73% GMC Yukon Hybrid SUV 2012 14.13% HUMMER H2 SUT Crew Cab 2009 5.12% Dodge Dakota Club Cab 2007 3.44% Rolls-Royce Ghost Sedan 2012 1.57%
|
||||||
|
562 /scratch/Teaching/cars/car_ims/007333.jpg Dodge Dakota Crew Cab 2010 Dodge Dakota Club Cab 2007 89.67% Dodge Magnum Wagon 2008 6.05% Nissan NV Passenger Van 2012 1.31% Toyota 4Runner SUV 2012 0.86% Dodge Caliber Wagon 2012 0.28%
|
||||||
|
563 /scratch/Teaching/cars/car_ims/000689.jpg Aston Martin V8 Vantage Coupe 2012 Aston Martin V8 Vantage Convertible 2012 97.82% Jaguar XK XKR 2012 0.74% Aston Martin V8 Vantage Coupe 2012 0.6% Audi TT RS Coupe 2012 0.57% Aston Martin Virage Convertible 2012 0.1%
|
||||||
|
564 /scratch/Teaching/cars/car_ims/010790.jpg Hyundai Santa Fe SUV 2012 Hyundai Santa Fe SUV 2012 99.55% Hyundai Genesis Sedan 2012 0.16% Ford Edge SUV 2012 0.11% Mercedes-Benz C-Class Sedan 2012 0.05% Dodge Durango SUV 2012 0.03%
|
||||||
|
565 /scratch/Teaching/cars/car_ims/013022.jpg Mazda Tribute SUV 2011 Buick Rainier SUV 2007 50.62% Mazda Tribute SUV 2011 49.25% BMW X5 SUV 2007 0.04% Suzuki SX4 Hatchback 2012 0.02% Volvo XC90 SUV 2007 0.02%
|
||||||
|
566 /scratch/Teaching/cars/car_ims/010859.jpg Hyundai Tucson SUV 2012 Hyundai Tucson SUV 2012 92.41% BMW X3 SUV 2012 3.33% GMC Terrain SUV 2012 1.4% Hyundai Santa Fe SUV 2012 0.85% Chevrolet Traverse SUV 2012 0.72%
|
||||||
|
567 /scratch/Teaching/cars/car_ims/006046.jpg Chevrolet Silverado 1500 Regular Cab 2012 Bugatti Veyron 16.4 Convertible 2009 17.46% BMW M6 Convertible 2010 12.94% Mercedes-Benz SL-Class Coupe 2009 10.52% Spyker C8 Convertible 2009 9.36% Ford F-150 Regular Cab 2012 7.33%
|
||||||
|
568 /scratch/Teaching/cars/car_ims/005697.jpg Chevrolet Express Van 2007 Chevrolet Express Cargo Van 2007 90.73% Dodge Sprinter Cargo Van 2009 6.58% GMC Savana Van 2012 2.26% Ford E-Series Wagon Van 2012 0.14% Chevrolet Express Van 2007 0.1%
|
||||||
|
569 /scratch/Teaching/cars/car_ims/000473.jpg Acura Integra Type R 2001 Suzuki Aerio Sedan 2007 26.89% Acura TL Type-S 2008 21.41% Hyundai Azera Sedan 2012 17.96% Hyundai Elantra Sedan 2007 5.02% Acura Integra Type R 2001 3.45%
|
||||||
|
570 /scratch/Teaching/cars/car_ims/013210.jpg Mercedes-Benz 300-Class Convertible 1993 Bentley Arnage Sedan 2009 90.6% Rolls-Royce Ghost Sedan 2012 2.04% Bentley Mulsanne Sedan 2011 1.66% Spyker C8 Coupe 2009 0.98% Eagle Talon Hatchback 1998 0.51%
|
||||||
|
571 /scratch/Teaching/cars/car_ims/007335.jpg Dodge Dakota Crew Cab 2010 Suzuki SX4 Sedan 2012 14.51% Chrysler Aspen SUV 2009 14.26% Dodge Durango SUV 2012 8.76% Ford Freestar Minivan 2007 7.16% Land Rover Range Rover SUV 2012 6.43%
|
||||||
|
572 /scratch/Teaching/cars/car_ims/010753.jpg Hyundai Veloster Hatchback 2012 Geo Metro Convertible 1993 19.03% Mitsubishi Lancer Sedan 2012 12.58% Aston Martin Virage Coupe 2012 12.21% McLaren MP4-12C Coupe 2012 11.52% Audi RS 4 Convertible 2008 9.77%
|
||||||
|
573 /scratch/Teaching/cars/car_ims/005193.jpg Chevrolet Avalanche Crew Cab 2012 Chevrolet Avalanche Crew Cab 2012 53.71% Chevrolet Tahoe Hybrid SUV 2012 39.03% Dodge Dakota Crew Cab 2010 4.03% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 2.45% Isuzu Ascender SUV 2008 0.31%
|
||||||
|
574 /scratch/Teaching/cars/car_ims/003934.jpg Buick Verano Sedan 2012 Chrysler 300 SRT-8 2010 23.07% Tesla Model S Sedan 2012 22.19% BMW M3 Coupe 2012 17.34% Suzuki Kizashi Sedan 2012 4.45% Dodge Caliber Wagon 2007 4.0%
|
||||||
|
575 /scratch/Teaching/cars/car_ims/002741.jpg BMW M3 Coupe 2012 Mercedes-Benz S-Class Sedan 2012 42.6% BMW 1 Series Convertible 2012 20.46% Mercedes-Benz E-Class Sedan 2012 19.92% Dodge Challenger SRT8 2011 3.59% Spyker C8 Coupe 2009 1.77%
|
||||||
|
576 /scratch/Teaching/cars/car_ims/009247.jpg Ford F-150 Regular Cab 2012 Ford F-150 Regular Cab 2012 97.85% Ford E-Series Wagon Van 2012 1.08% Ford Ranger SuperCab 2011 0.47% Dodge Ram Pickup 3500 Crew Cab 2010 0.22% Dodge Dakota Crew Cab 2010 0.13%
|
||||||
|
577 /scratch/Teaching/cars/car_ims/011668.jpg Infiniti QX56 SUV 2011 Land Rover LR2 SUV 2012 61.39% Ford Expedition EL SUV 2009 12.48% Ford Edge SUV 2012 10.14% Ford F-450 Super Duty Crew Cab 2012 6.39% Ford F-150 Regular Cab 2012 3.39%
|
||||||
|
578 /scratch/Teaching/cars/car_ims/001188.jpg Audi R8 Coupe 2012 Audi TTS Coupe 2012 41.2% Audi R8 Coupe 2012 34.25% Infiniti G Coupe IPL 2012 4.87% Jaguar XK XKR 2012 3.53% Lamborghini Reventon Coupe 2008 3.21%
|
||||||
|
579 /scratch/Teaching/cars/car_ims/008960.jpg Ford Edge SUV 2012 Dodge Durango SUV 2012 53.04% Chevrolet Malibu Hybrid Sedan 2010 18.04% BMW X5 SUV 2007 5.01% Toyota Sequoia SUV 2012 3.94% Dodge Magnum Wagon 2008 3.29%
|
||||||
|
580 /scratch/Teaching/cars/car_ims/013553.jpg Mercedes-Benz S-Class Sedan 2012 Maybach Landaulet Convertible 2012 17.19% Acura TL Type-S 2008 17.09% FIAT 500 Convertible 2012 13.38% Mercedes-Benz S-Class Sedan 2012 11.24% smart fortwo Convertible 2012 8.72%
|
||||||
|
581 /scratch/Teaching/cars/car_ims/009948.jpg GMC Canyon Extended Cab 2012 Toyota 4Runner SUV 2012 43.0% BMW X3 SUV 2012 9.76% HUMMER H2 SUT Crew Cab 2009 6.5% Dodge Ram Pickup 3500 Quad Cab 2009 5.56% Dodge Ram Pickup 3500 Crew Cab 2010 4.99%
|
||||||
|
582 /scratch/Teaching/cars/car_ims/006049.jpg Chevrolet Silverado 1500 Regular Cab 2012 Ford Mustang Convertible 2007 40.4% Geo Metro Convertible 1993 39.65% Dodge Magnum Wagon 2008 9.2% Chevrolet Corvette Convertible 2012 3.99% Dodge Sprinter Cargo Van 2009 1.62%
|
||||||
|
583 /scratch/Teaching/cars/car_ims/001281.jpg Audi V8 Sedan 1994 Audi V8 Sedan 1994 64.73% Nissan NV Passenger Van 2012 12.48% Jeep Patriot SUV 2012 6.28% Volvo 240 Sedan 1993 4.24% Buick Enclave SUV 2012 2.63%
|
||||||
|
584 /scratch/Teaching/cars/car_ims/008933.jpg Ford Expedition EL SUV 2009 Lamborghini Diablo Coupe 2001 38.11% Hyundai Veracruz SUV 2012 20.79% GMC Canyon Extended Cab 2012 19.44% Mercedes-Benz C-Class Sedan 2012 3.3% BMW 6 Series Convertible 2007 3.24%
|
||||||
|
585 /scratch/Teaching/cars/car_ims/014327.jpg Ram C/V Cargo Van Minivan 2012 Geo Metro Convertible 1993 46.6% Volkswagen Golf Hatchback 1991 9.82% Bentley Continental Flying Spur Sedan 2007 9.74% Lamborghini Gallardo LP 570-4 Superleggera 2012 8.48% Chrysler PT Cruiser Convertible 2008 3.46%
|
||||||
|
586 /scratch/Teaching/cars/car_ims/011652.jpg Infiniti QX56 SUV 2011 Audi R8 Coupe 2012 71.05% Spyker C8 Coupe 2009 20.36% Infiniti QX56 SUV 2011 1.8% Aston Martin Virage Convertible 2012 1.58% Rolls-Royce Ghost Sedan 2012 1.12%
|
||||||
|
587 /scratch/Teaching/cars/car_ims/008925.jpg Ford Expedition EL SUV 2009 Land Rover LR2 SUV 2012 67.73% Chrysler Aspen SUV 2009 17.64% Ford F-150 Regular Cab 2012 5.63% Ford Ranger SuperCab 2011 2.36% Ford Expedition EL SUV 2009 2.1%
|
||||||
|
588 /scratch/Teaching/cars/car_ims/004859.jpg Chevrolet HHR SS 2010 Dodge Caliber Wagon 2012 77.61% Rolls-Royce Phantom Sedan 2012 5.07% BMW 1 Series Coupe 2012 2.78% Jeep Patriot SUV 2012 1.99% Chevrolet HHR SS 2010 1.51%
|
||||||
|
589 /scratch/Teaching/cars/car_ims/004708.jpg Chevrolet Traverse SUV 2012 Chevrolet Traverse SUV 2012 65.89% Jeep Wrangler SUV 2012 24.01% Dodge Caliber Wagon 2012 3.75% Hyundai Sonata Sedan 2012 2.8% Dodge Caliber Wagon 2007 0.87%
|
||||||
|
590 /scratch/Teaching/cars/car_ims/004562.jpg Chevrolet Corvette Ron Fellows Edition Z06 2007 Mercedes-Benz SL-Class Coupe 2009 45.52% Bugatti Veyron 16.4 Coupe 2009 14.16% Rolls-Royce Phantom Drophead Coupe Convertible 2012 10.3% Maybach Landaulet Convertible 2012 9.02% Lamborghini Gallardo LP 570-4 Superleggera 2012 7.25%
|
||||||
|
591 /scratch/Teaching/cars/car_ims/007245.jpg Dodge Journey SUV 2012 Dodge Durango SUV 2012 71.98% Mazda Tribute SUV 2011 5.9% BMW X3 SUV 2012 2.27% Dodge Caliber Wagon 2012 2.15% Dodge Magnum Wagon 2008 2.04%
|
||||||
|
592 /scratch/Teaching/cars/car_ims/002051.jpg Audi TT RS Coupe 2012 Audi TT Hatchback 2011 82.1% Audi R8 Coupe 2012 11.53% Audi S5 Coupe 2012 3.29% Audi A5 Coupe 2012 1.44% Audi TTS Coupe 2012 0.48%
|
||||||
|
593 /scratch/Teaching/cars/car_ims/007191.jpg Dodge Sprinter Cargo Van 2009 Geo Metro Convertible 1993 78.93% Audi 100 Wagon 1994 7.84% Lamborghini Gallardo LP 570-4 Superleggera 2012 3.86% Volkswagen Golf Hatchback 1991 1.65% Daewoo Nubira Wagon 2002 1.49%
|
||||||
|
594 /scratch/Teaching/cars/car_ims/008276.jpg Ferrari California Convertible 2012 Audi R8 Coupe 2012 54.79% Dodge Dakota Crew Cab 2010 25.18% Volkswagen Golf Hatchback 1991 8.67% Buick Rainier SUV 2007 7.39% Ford Mustang Convertible 2007 1.16%
|
||||||
|
595 /scratch/Teaching/cars/car_ims/013909.jpg Nissan NV Passenger Van 2012 Nissan NV Passenger Van 2012 95.34% Ford E-Series Wagon Van 2012 2.09% Jeep Wrangler SUV 2012 1.7% Jeep Liberty SUV 2012 0.48% Bentley Arnage Sedan 2009 0.15%
|
||||||
|
596 /scratch/Teaching/cars/car_ims/016115.jpg smart fortwo Convertible 2012 smart fortwo Convertible 2012 54.78% MINI Cooper Roadster Convertible 2012 10.78% Aston Martin Virage Convertible 2012 6.31% Tesla Model S Sedan 2012 4.91% Mercedes-Benz SL-Class Coupe 2009 3.11%
|
||||||
|
597 /scratch/Teaching/cars/car_ims/006072.jpg Chevrolet Silverado 1500 Regular Cab 2012 Dodge Ram Pickup 3500 Crew Cab 2010 96.17% Dodge Ram Pickup 3500 Quad Cab 2009 1.37% Ford F-150 Regular Cab 2012 1.05% Ford F-450 Super Duty Crew Cab 2012 0.6% Ford Ranger SuperCab 2011 0.35%
|
||||||
|
598 /scratch/Teaching/cars/car_ims/016011.jpg Volvo 240 Sedan 1993 Chrysler Aspen SUV 2009 50.63% Dodge Durango SUV 2007 28.19% Land Rover Range Rover SUV 2012 4.49% Cadillac Escalade EXT Crew Cab 2007 4.03% Rolls-Royce Phantom Sedan 2012 3.76%
|
||||||
|
599 /scratch/Teaching/cars/car_ims/014908.jpg Suzuki Aerio Sedan 2007 smart fortwo Convertible 2012 49.83% Suzuki SX4 Hatchback 2012 8.33% Volkswagen Golf Hatchback 2012 7.29% Chrysler Sebring Convertible 2010 5.76% Suzuki Aerio Sedan 2007 5.43%
|
||||||
|
600 /scratch/Teaching/cars/car_ims/007687.jpg Dodge Durango SUV 2012 Buick Rainier SUV 2007 29.57% Ford Expedition EL SUV 2009 25.03% Dodge Durango SUV 2012 22.05% Chevrolet Tahoe Hybrid SUV 2012 16.38% Jeep Liberty SUV 2012 2.87%
|
||||||
|
601 /scratch/Teaching/cars/car_ims/013908.jpg Nissan NV Passenger Van 2012 Ford E-Series Wagon Van 2012 47.09% Jeep Liberty SUV 2012 44.91% Nissan NV Passenger Van 2012 4.3% Isuzu Ascender SUV 2008 2.38% Dodge Ram Pickup 3500 Quad Cab 2009 1.03%
|
||||||
|
602 /scratch/Teaching/cars/car_ims/010010.jpg GMC Canyon Extended Cab 2012 GMC Canyon Extended Cab 2012 70.87% BMW X6 SUV 2012 21.23% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 6.77% Dodge Ram Pickup 3500 Quad Cab 2009 0.64% Land Rover LR2 SUV 2012 0.15%
|
||||||
|
603 /scratch/Teaching/cars/car_ims/001353.jpg Audi 100 Sedan 1994 Acura ZDX Hatchback 2012 91.18% Suzuki SX4 Sedan 2012 5.36% Audi 100 Wagon 1994 2.19% Bentley Arnage Sedan 2009 1.0% Audi R8 Coupe 2012 0.04%
|
||||||
|
604 /scratch/Teaching/cars/car_ims/000029.jpg AM General Hummer SUV 2000 Bugatti Veyron 16.4 Convertible 2009 28.69% MINI Cooper Roadster Convertible 2012 22.49% Ford F-450 Super Duty Crew Cab 2012 17.5% Ford E-Series Wagon Van 2012 4.99% smart fortwo Convertible 2012 3.41%
|
||||||
|
605 /scratch/Teaching/cars/car_ims/002787.jpg BMW M3 Coupe 2012 BMW 1 Series Coupe 2012 23.32% Suzuki Kizashi Sedan 2012 16.68% Plymouth Neon Coupe 1999 13.36% Audi S6 Sedan 2011 12.7% Ford Mustang Convertible 2007 10.82%
|
||||||
|
606 /scratch/Teaching/cars/car_ims/011194.jpg Hyundai Accent Sedan 2012 Chevrolet Cobalt SS 2010 91.24% Dodge Charger Sedan 2012 5.65% Toyota Camry Sedan 2012 1.7% Honda Accord Coupe 2012 0.6% Audi S4 Sedan 2007 0.27%
|
||||||
|
607 /scratch/Teaching/cars/car_ims/010708.jpg Hyundai Veloster Hatchback 2012 Lamborghini Diablo Coupe 2001 95.4% BMW Z4 Convertible 2012 3.12% Aston Martin Virage Coupe 2012 0.41% Chevrolet Cobalt SS 2010 0.15% Spyker C8 Coupe 2009 0.14%
|
||||||
|
608 /scratch/Teaching/cars/car_ims/010150.jpg Geo Metro Convertible 1993 Lamborghini Diablo Coupe 2001 80.74% Acura Integra Type R 2001 7.63% Chevrolet Cobalt SS 2010 3.43% Geo Metro Convertible 1993 1.49% Audi RS 4 Convertible 2008 1.31%
|
||||||
|
609 /scratch/Teaching/cars/car_ims/006989.jpg Dodge Ram Pickup 3500 Crew Cab 2010 Dodge Ram Pickup 3500 Crew Cab 2010 99.98% Dodge Ram Pickup 3500 Quad Cab 2009 0.02% Ford F-150 Regular Cab 2012 0.0% Ford F-450 Super Duty Crew Cab 2012 0.0% Ford E-Series Wagon Van 2012 0.0%
|
||||||
|
610 /scratch/Teaching/cars/car_ims/007917.jpg Dodge Charger SRT-8 2009 Dodge Charger SRT-8 2009 82.74% Lamborghini Aventador Coupe 2012 16.08% Dodge Magnum Wagon 2008 0.28% BMW M3 Coupe 2012 0.25% Volvo C30 Hatchback 2012 0.17%
|
||||||
|
611 /scratch/Teaching/cars/car_ims/010122.jpg Geo Metro Convertible 1993 Geo Metro Convertible 1993 99.91% Plymouth Neon Coupe 1999 0.03% Acura Integra Type R 2001 0.03% Audi 100 Sedan 1994 0.02% Suzuki Aerio Sedan 2007 0.0%
|
||||||
|
612 /scratch/Teaching/cars/car_ims/010326.jpg HUMMER H2 SUT Crew Cab 2009 HUMMER H2 SUT Crew Cab 2009 99.88% HUMMER H3T Crew Cab 2010 0.09% AM General Hummer SUV 2000 0.03% Jeep Wrangler SUV 2012 0.0% Jeep Grand Cherokee SUV 2012 0.0%
|
||||||
|
613 /scratch/Teaching/cars/car_ims/015594.jpg Volkswagen Golf Hatchback 2012 Volkswagen Golf Hatchback 2012 96.11% Volkswagen Beetle Hatchback 2012 2.35% Ferrari FF Coupe 2012 0.65% Toyota Camry Sedan 2012 0.35% Ford Focus Sedan 2007 0.1%
|
||||||
|
614 /scratch/Teaching/cars/car_ims/008403.jpg Ferrari 458 Italia Convertible 2012 Ferrari 458 Italia Coupe 2012 40.52% Ferrari 458 Italia Convertible 2012 22.23% Lamborghini Aventador Coupe 2012 16.25% Chevrolet Corvette Convertible 2012 5.97% Ford GT Coupe 2006 4.46%
|
||||||
|
615 /scratch/Teaching/cars/car_ims/011244.jpg Hyundai Genesis Sedan 2012 Dodge Challenger SRT8 2011 31.63% Hyundai Genesis Sedan 2012 13.74% Mercedes-Benz SL-Class Coupe 2009 5.45% Chevrolet HHR SS 2010 3.97% Lamborghini Diablo Coupe 2001 3.29%
|
||||||
|
616 /scratch/Teaching/cars/car_ims/013161.jpg Mercedes-Benz 300-Class Convertible 1993 GMC Canyon Extended Cab 2012 96.01% Ford F-150 Regular Cab 2007 1.24% Geo Metro Convertible 1993 1.0% Jeep Patriot SUV 2012 0.41% Suzuki SX4 Hatchback 2012 0.19%
|
||||||
|
617 /scratch/Teaching/cars/car_ims/008337.jpg Ferrari California Convertible 2012 Ferrari 458 Italia Convertible 2012 32.28% Lamborghini Aventador Coupe 2012 28.19% Ferrari 458 Italia Coupe 2012 18.52% Ferrari California Convertible 2012 4.79% Chevrolet Camaro Convertible 2012 4.31%
|
||||||
|
618 /scratch/Teaching/cars/car_ims/012281.jpg Jeep Compass SUV 2012 Jeep Grand Cherokee SUV 2012 95.88% Jeep Compass SUV 2012 3.95% Bentley Arnage Sedan 2009 0.11% Chevrolet Sonic Sedan 2012 0.02% Jeep Liberty SUV 2012 0.02%
|
||||||
|
619 /scratch/Teaching/cars/car_ims/014831.jpg Spyker C8 Coupe 2009 Spyker C8 Convertible 2009 95.1% Spyker C8 Coupe 2009 3.18% Jaguar XK XKR 2012 0.46% Acura TL Sedan 2012 0.4% Chevrolet TrailBlazer SS 2009 0.17%
|
||||||
|
620 /scratch/Teaching/cars/car_ims/012344.jpg Lamborghini Reventon Coupe 2008 Audi TT Hatchback 2011 30.21% Aston Martin V8 Vantage Coupe 2012 24.54% Lamborghini Reventon Coupe 2008 14.37% Lamborghini Aventador Coupe 2012 13.23% Audi TTS Coupe 2012 8.42%
|
||||||
|
621 /scratch/Teaching/cars/car_ims/011465.jpg Hyundai Azera Sedan 2012 Chevrolet Corvette ZR1 2012 47.03% Suzuki Aerio Sedan 2007 7.14% Jaguar XK XKR 2012 6.93% Lincoln Town Car Sedan 2011 6.72% Mercedes-Benz SL-Class Coupe 2009 5.81%
|
||||||
|
622 /scratch/Teaching/cars/car_ims/003708.jpg Bugatti Veyron 16.4 Coupe 2009 Audi R8 Coupe 2012 25.07% Bugatti Veyron 16.4 Convertible 2009 18.86% Lamborghini Reventon Coupe 2008 18.26% Ford GT Coupe 2006 11.71% Audi TT Hatchback 2011 8.83%
|
||||||
|
623 /scratch/Teaching/cars/car_ims/012386.jpg Lamborghini Aventador Coupe 2012 Bugatti Veyron 16.4 Coupe 2009 57.42% BMW M3 Coupe 2012 9.44% Hyundai Tucson SUV 2012 9.39% Suzuki SX4 Hatchback 2012 6.9% Volkswagen Golf Hatchback 1991 3.03%
|
||||||
|
624 /scratch/Teaching/cars/car_ims/004717.jpg Chevrolet Traverse SUV 2012 Hyundai Tucson SUV 2012 66.3% Chevrolet Traverse SUV 2012 16.79% Dodge Durango SUV 2012 6.38% BMW X3 SUV 2012 4.48% Ford Fiesta Sedan 2012 1.42%
|
||||||
|
625 /scratch/Teaching/cars/car_ims/003579.jpg Bentley Continental Flying Spur Sedan 2007 BMW ActiveHybrid 5 Sedan 2012 39.44% Bentley Mulsanne Sedan 2011 16.54% Mitsubishi Lancer Sedan 2012 10.68% Audi S6 Sedan 2011 7.81% Rolls-Royce Ghost Sedan 2012 5.57%
|
||||||
|
626 /scratch/Teaching/cars/car_ims/014639.jpg Scion xD Hatchback 2012 Hyundai Elantra Touring Hatchback 2012 31.17% Plymouth Neon Coupe 1999 21.78% Ford Fiesta Sedan 2012 20.14% Chevrolet Impala Sedan 2007 9.31% Ford Focus Sedan 2007 6.96%
|
||||||
|
627 /scratch/Teaching/cars/car_ims/009133.jpg Ford GT Coupe 2006 Ford GT Coupe 2006 85.05% Jeep Wrangler SUV 2012 14.28% Hyundai Sonata Sedan 2012 0.39% Aston Martin V8 Vantage Coupe 2012 0.1% Chevrolet Sonic Sedan 2012 0.04%
|
||||||
|
628 /scratch/Teaching/cars/car_ims/009332.jpg Ford F-150 Regular Cab 2007 Ford F-150 Regular Cab 2007 99.1% Nissan NV Passenger Van 2012 0.37% Dodge Dakota Club Cab 2007 0.32% Scion xD Hatchback 2012 0.09% Ford F-150 Regular Cab 2012 0.04%
|
||||||
|
629 /scratch/Teaching/cars/car_ims/007720.jpg Dodge Durango SUV 2007 Ford Ranger SuperCab 2011 28.2% Dodge Caliber Wagon 2012 9.76% Dodge Dakota Crew Cab 2010 7.27% Dodge Dakota Club Cab 2007 6.53% Dodge Durango SUV 2007 5.35%
|
||||||
|
630 /scratch/Teaching/cars/car_ims/012630.jpg Land Rover Range Rover SUV 2012 Toyota 4Runner SUV 2012 87.29% Nissan NV Passenger Van 2012 5.89% Ford F-450 Super Duty Crew Cab 2012 2.61% Land Rover Range Rover SUV 2012 1.22% GMC Yukon Hybrid SUV 2012 0.54%
|
||||||
|
631 /scratch/Teaching/cars/car_ims/013706.jpg Mitsubishi Lancer Sedan 2012 Mercedes-Benz SL-Class Coupe 2009 39.32% Cadillac CTS-V Sedan 2012 14.66% Porsche Panamera Sedan 2012 8.33% Mitsubishi Lancer Sedan 2012 7.72% Audi RS 4 Convertible 2008 4.71%
|
||||||
|
632 /scratch/Teaching/cars/car_ims/005890.jpg Chevrolet Malibu Sedan 2007 Lincoln Town Car Sedan 2011 62.14% Chevrolet Malibu Sedan 2007 11.33% Chevrolet Monte Carlo Coupe 2007 8.94% Chevrolet Impala Sedan 2007 3.76% Toyota Corolla Sedan 2012 1.88%
|
||||||
|
633 /scratch/Teaching/cars/car_ims/011526.jpg Hyundai Azera Sedan 2012 Dodge Challenger SRT8 2011 83.67% Chevrolet Cobalt SS 2010 3.77% BMW M3 Coupe 2012 2.52% Volvo C30 Hatchback 2012 1.67% BMW M6 Convertible 2010 1.64%
|
||||||
|
634 /scratch/Teaching/cars/car_ims/002405.jpg BMW 3 Series Wagon 2012 Hyundai Veracruz SUV 2012 33.57% Audi S4 Sedan 2012 16.79% Infiniti QX56 SUV 2011 13.7% Audi TT RS Coupe 2012 12.77% Volvo C30 Hatchback 2012 12.02%
|
||||||
|
635 /scratch/Teaching/cars/car_ims/004718.jpg Chevrolet Traverse SUV 2012 Isuzu Ascender SUV 2008 43.16% Volvo XC90 SUV 2007 26.47% Dodge Durango SUV 2012 10.17% Cadillac SRX SUV 2012 5.98% Ford Expedition EL SUV 2009 2.29%
|
||||||
|
636 /scratch/Teaching/cars/car_ims/003583.jpg Bugatti Veyron 16.4 Convertible 2009 Bugatti Veyron 16.4 Convertible 2009 99.14% Bugatti Veyron 16.4 Coupe 2009 0.84% Chevrolet Corvette ZR1 2012 0.01% Chevrolet Corvette Convertible 2012 0.0% Spyker C8 Convertible 2009 0.0%
|
||||||
|
637 /scratch/Teaching/cars/car_ims/000765.jpg Aston Martin Virage Convertible 2012 Acura Integra Type R 2001 24.12% Mitsubishi Lancer Sedan 2012 19.92% Aston Martin Virage Convertible 2012 11.4% Nissan Leaf Hatchback 2012 10.75% Infiniti G Coupe IPL 2012 5.93%
|
||||||
|
638 /scratch/Teaching/cars/car_ims/006506.jpg Chrysler Crossfire Convertible 2008 Chevrolet Corvette Convertible 2012 33.52% BMW 1 Series Coupe 2012 17.22% Suzuki SX4 Hatchback 2012 7.96% BMW X6 SUV 2012 7.26% Ferrari 458 Italia Coupe 2012 4.17%
|
||||||
|
639 /scratch/Teaching/cars/car_ims/013132.jpg McLaren MP4-12C Coupe 2012 Spyker C8 Coupe 2009 53.62% Ferrari California Convertible 2012 9.47% Ferrari 458 Italia Convertible 2012 8.7% Spyker C8 Convertible 2009 4.25% HUMMER H3T Crew Cab 2010 4.12%
|
||||||
|
640 /scratch/Teaching/cars/car_ims/000749.jpg Aston Martin Virage Convertible 2012 Ferrari FF Coupe 2012 37.01% Ferrari California Convertible 2012 13.15% Bentley Continental GT Coupe 2012 10.92% BMW 6 Series Convertible 2007 10.21% Infiniti G Coupe IPL 2012 4.68%
|
||||||
|
641 /scratch/Teaching/cars/car_ims/012100.jpg Jeep Liberty SUV 2012 Ford F-450 Super Duty Crew Cab 2012 35.39% Dodge Ram Pickup 3500 Crew Cab 2010 13.26% Cadillac Escalade EXT Crew Cab 2007 11.94% Jeep Liberty SUV 2012 11.36% Toyota 4Runner SUV 2012 7.99%
|
||||||
|
642 /scratch/Teaching/cars/car_ims/001203.jpg Audi R8 Coupe 2012 Audi R8 Coupe 2012 29.53% Ford GT Coupe 2006 13.35% Ford Edge SUV 2012 12.23% Chevrolet Silverado 2500HD Regular Cab 2012 2.94% Chevrolet Corvette ZR1 2012 2.29%
|
||||||
|
643 /scratch/Teaching/cars/car_ims/010815.jpg Hyundai Santa Fe SUV 2012 Ford Edge SUV 2012 94.5% Hyundai Santa Fe SUV 2012 5.14% Infiniti QX56 SUV 2011 0.08% Hyundai Sonata Hybrid Sedan 2012 0.07% Land Rover LR2 SUV 2012 0.06%
|
||||||
|
644 /scratch/Teaching/cars/car_ims/001088.jpg Audi TTS Coupe 2012 Audi TTS Coupe 2012 88.66% Audi S6 Sedan 2011 2.62% Audi S4 Sedan 2007 1.53% Audi S4 Sedan 2012 1.32% BMW Z4 Convertible 2012 0.91%
|
||||||
|
645 /scratch/Teaching/cars/car_ims/014793.jpg Spyker C8 Coupe 2009 Spyker C8 Convertible 2009 23.76% Bentley Continental Flying Spur Sedan 2007 20.58% Bugatti Veyron 16.4 Coupe 2009 19.83% Spyker C8 Coupe 2009 15.67% Dodge Challenger SRT8 2011 9.42%
|
||||||
|
646 /scratch/Teaching/cars/car_ims/001158.jpg Audi R8 Coupe 2012 Volkswagen Beetle Hatchback 2012 91.02% Audi TT Hatchback 2011 4.16% Ferrari FF Coupe 2012 1.95% Acura TSX Sedan 2012 1.4% Tesla Model S Sedan 2012 0.42%
|
||||||
|
647 /scratch/Teaching/cars/car_ims/000349.jpg Acura TSX Sedan 2012 Mitsubishi Lancer Sedan 2012 26.68% Chevrolet HHR SS 2010 11.99% Acura TL Type-S 2008 11.36% Audi S4 Sedan 2007 7.77% Chrysler PT Cruiser Convertible 2008 7.13%
|
||||||
|
648 /scratch/Teaching/cars/car_ims/001559.jpg Audi S6 Sedan 2011 Audi S6 Sedan 2011 40.25% BMW M6 Convertible 2010 37.16% Audi S4 Sedan 2012 11.23% Audi S5 Convertible 2012 5.37% Audi S4 Sedan 2007 2.76%
|
||||||
|
649 /scratch/Teaching/cars/car_ims/002450.jpg BMW 6 Series Convertible 2007 Volkswagen Beetle Hatchback 2012 34.68% Chevrolet Corvette Convertible 2012 23.41% Chevrolet Corvette ZR1 2012 10.21% Fisker Karma Sedan 2012 5.6% Porsche Panamera Sedan 2012 5.43%
|
||||||
|
650 /scratch/Teaching/cars/car_ims/000635.jpg Aston Martin V8 Vantage Convertible 2012 BMW 3 Series Wagon 2012 20.37% Bentley Continental GT Coupe 2012 14.0% Bentley Mulsanne Sedan 2011 13.91% Fisker Karma Sedan 2012 11.61% Audi S6 Sedan 2011 5.48%
|
||||||
|
651 /scratch/Teaching/cars/car_ims/015733.jpg Volkswagen Golf Hatchback 1991 Jeep Compass SUV 2012 40.02% Dodge Charger Sedan 2012 12.62% Dodge Charger SRT-8 2009 7.73% Chevrolet Sonic Sedan 2012 7.13% Chrysler 300 SRT-8 2010 4.62%
|
||||||
|
652 /scratch/Teaching/cars/car_ims/010627.jpg Honda Accord Sedan 2012 Acura RL Sedan 2012 67.23% Chevrolet Malibu Hybrid Sedan 2010 7.49% Audi 100 Wagon 1994 4.32% Suzuki SX4 Sedan 2012 2.5% Honda Odyssey Minivan 2007 1.68%
|
||||||
|
653 /scratch/Teaching/cars/car_ims/006466.jpg Chrysler Crossfire Convertible 2008 Chrysler Crossfire Convertible 2008 30.63% Chevrolet Corvette Convertible 2012 23.98% Rolls-Royce Ghost Sedan 2012 13.7% Bentley Mulsanne Sedan 2011 10.08% Rolls-Royce Phantom Drophead Coupe Convertible 2012 6.75%
|
||||||
|
654 /scratch/Teaching/cars/car_ims/000468.jpg Acura Integra Type R 2001 Chevrolet Cobalt SS 2010 97.97% Acura Integra Type R 2001 1.07% BMW Z4 Convertible 2012 0.25% Audi RS 4 Convertible 2008 0.25% Chevrolet Corvette Convertible 2012 0.14%
|
||||||
|
655 /scratch/Teaching/cars/car_ims/008688.jpg Ford Mustang Convertible 2007 Mercedes-Benz 300-Class Convertible 1993 21.5% BMW 3 Series Wagon 2012 12.22% Chrysler Sebring Convertible 2010 4.18% Chevrolet Silverado 2500HD Regular Cab 2012 4.0% Hyundai Veracruz SUV 2012 3.92%
|
||||||
|
656 /scratch/Teaching/cars/car_ims/000926.jpg Audi RS 4 Convertible 2008 Audi RS 4 Convertible 2008 77.58% Aston Martin Virage Coupe 2012 6.65% Lamborghini Gallardo LP 570-4 Superleggera 2012 6.22% McLaren MP4-12C Coupe 2012 3.08% Spyker C8 Convertible 2009 1.89%
|
||||||
|
657 /scratch/Teaching/cars/car_ims/001636.jpg Audi S6 Sedan 2011 Dodge Magnum Wagon 2008 95.21% Chevrolet HHR SS 2010 1.28% Eagle Talon Hatchback 1998 0.73% Ferrari 458 Italia Coupe 2012 0.63% Honda Accord Coupe 2012 0.47%
|
||||||
|
658 /scratch/Teaching/cars/car_ims/002419.jpg BMW 3 Series Wagon 2012 Dodge Magnum Wagon 2008 54.22% Chevrolet Cobalt SS 2010 34.84% Ferrari California Convertible 2012 2.58% BMW M3 Coupe 2012 1.6% Eagle Talon Hatchback 1998 1.28%
|
||||||
|
659 /scratch/Teaching/cars/car_ims/002572.jpg BMW X5 SUV 2007 BMW X5 SUV 2007 99.87% Jeep Grand Cherokee SUV 2012 0.09% Dodge Challenger SRT8 2011 0.03% Infiniti QX56 SUV 2011 0.0% Mercedes-Benz E-Class Sedan 2012 0.0%
|
||||||
|
660 /scratch/Teaching/cars/car_ims/010030.jpg GMC Savana Van 2012 Chevrolet Silverado 1500 Regular Cab 2012 63.53% GMC Savana Van 2012 25.92% HUMMER H3T Crew Cab 2010 4.93% Chevrolet Express Van 2007 4.61% Chevrolet Express Cargo Van 2007 0.95%
|
||||||
|
661 /scratch/Teaching/cars/car_ims/013902.jpg Nissan NV Passenger Van 2012 Bentley Continental Supersports Conv. Convertible 2012 23.71% Nissan NV Passenger Van 2012 9.3% Chrysler PT Cruiser Convertible 2008 5.8% Mercedes-Benz Sprinter Van 2012 4.14% Cadillac Escalade EXT Crew Cab 2007 3.79%
|
||||||
|
662 /scratch/Teaching/cars/car_ims/006975.jpg Dodge Ram Pickup 3500 Crew Cab 2010 Dodge Ram Pickup 3500 Crew Cab 2010 99.17% Nissan NV Passenger Van 2012 0.74% Dodge Durango SUV 2007 0.02% Ford E-Series Wagon Van 2012 0.02% Ford F-150 Regular Cab 2012 0.02%
|
||||||
|
663 /scratch/Teaching/cars/car_ims/000797.jpg Aston Martin Virage Convertible 2012 Dodge Challenger SRT8 2011 91.02% Audi TTS Coupe 2012 6.17% Fisker Karma Sedan 2012 0.46% Volkswagen Beetle Hatchback 2012 0.4% Chevrolet Sonic Sedan 2012 0.36%
|
||||||
|
664 /scratch/Teaching/cars/car_ims/009863.jpg GMC Acadia SUV 2012 BMW X3 SUV 2012 42.62% BMW X6 SUV 2012 29.26% Dodge Dakota Crew Cab 2010 22.7% Ram C/V Cargo Van Minivan 2012 1.8% Dodge Caliber Wagon 2012 1.72%
|
||||||
|
665 /scratch/Teaching/cars/car_ims/013817.jpg Nissan Leaf Hatchback 2012 Nissan Leaf Hatchback 2012 23.35% BMW M5 Sedan 2010 17.54% Audi S4 Sedan 2007 14.91% Audi S6 Sedan 2011 5.28% Acura TSX Sedan 2012 4.73%
|
||||||
|
666 /scratch/Teaching/cars/car_ims/001853.jpg Audi S4 Sedan 2012 Bugatti Veyron 16.4 Coupe 2009 32.96% Spyker C8 Coupe 2009 28.86% Bentley Continental Flying Spur Sedan 2007 26.87% Chrysler Crossfire Convertible 2008 6.13% Bugatti Veyron 16.4 Convertible 2009 1.6%
|
||||||
|
667 /scratch/Teaching/cars/car_ims/010632.jpg Honda Accord Sedan 2012 BMW ActiveHybrid 5 Sedan 2012 93.34% Hyundai Veracruz SUV 2012 0.86% Acura TSX Sedan 2012 0.85% Acura TL Type-S 2008 0.49% Rolls-Royce Phantom Sedan 2012 0.47%
|
||||||
|
668 /scratch/Teaching/cars/car_ims/011129.jpg Hyundai Elantra Sedan 2007 Mitsubishi Lancer Sedan 2012 35.42% Dodge Sprinter Cargo Van 2009 14.7% Nissan Leaf Hatchback 2012 6.8% Suzuki SX4 Hatchback 2012 5.0% Chevrolet Impala Sedan 2007 4.6%
|
||||||
|
669 /scratch/Teaching/cars/car_ims/001563.jpg Audi S6 Sedan 2011 BMW X3 SUV 2012 43.55% Honda Odyssey Minivan 2012 15.78% FIAT 500 Abarth 2012 15.31% Jeep Liberty SUV 2012 6.18% Hyundai Accent Sedan 2012 4.75%
|
||||||
|
670 /scratch/Teaching/cars/car_ims/015067.jpg Suzuki SX4 Hatchback 2012 Ford Mustang Convertible 2007 28.28% Bugatti Veyron 16.4 Coupe 2009 19.24% Chevrolet HHR SS 2010 13.19% Mitsubishi Lancer Sedan 2012 10.2% Ford Fiesta Sedan 2012 7.07%
|
||||||
|
671 /scratch/Teaching/cars/car_ims/012260.jpg Jeep Compass SUV 2012 Isuzu Ascender SUV 2008 28.89% Jeep Liberty SUV 2012 25.81% Jeep Patriot SUV 2012 7.85% Buick Rainier SUV 2007 5.9% Nissan NV Passenger Van 2012 3.74%
|
||||||
|
672 /scratch/Teaching/cars/car_ims/004204.jpg Cadillac SRX SUV 2012 Infiniti QX56 SUV 2011 7.54% Ford Edge SUV 2012 7.52% Toyota Sequoia SUV 2012 5.34% Land Rover Range Rover SUV 2012 4.04% Toyota 4Runner SUV 2012 3.77%
|
||||||
|
673 /scratch/Teaching/cars/car_ims/004425.jpg Chevrolet Corvette Convertible 2012 Spyker C8 Convertible 2009 64.37% Bugatti Veyron 16.4 Convertible 2009 29.35% Lamborghini Aventador Coupe 2012 4.99% Spyker C8 Coupe 2009 0.49% FIAT 500 Convertible 2012 0.42%
|
||||||
|
674 /scratch/Teaching/cars/car_ims/008746.jpg Ford Mustang Convertible 2007 Chevrolet Corvette Convertible 2012 74.56% BMW Z4 Convertible 2012 14.17% Audi TTS Coupe 2012 2.79% Geo Metro Convertible 1993 2.04% Lamborghini Diablo Coupe 2001 2.03%
|
||||||
|
675 /scratch/Teaching/cars/car_ims/002143.jpg BMW 1 Series Convertible 2012 BMW ActiveHybrid 5 Sedan 2012 63.4% BMW 3 Series Wagon 2012 23.07% Audi S5 Coupe 2012 4.96% Mercedes-Benz SL-Class Coupe 2009 3.17% BMW M5 Sedan 2010 2.08%
|
||||||
|
676 /scratch/Teaching/cars/car_ims/007702.jpg Dodge Durango SUV 2012 Dodge Durango SUV 2012 21.45% Nissan NV Passenger Van 2012 20.57% BMW X3 SUV 2012 9.71% Ford F-450 Super Duty Crew Cab 2012 7.47% Volvo XC90 SUV 2007 5.49%
|
||||||
|
677 /scratch/Teaching/cars/car_ims/001447.jpg Audi 100 Wagon 1994 MINI Cooper Roadster Convertible 2012 29.93% Volvo XC90 SUV 2007 24.57% Volvo 240 Sedan 1993 5.43% Audi V8 Sedan 1994 4.76% Audi 100 Wagon 1994 3.87%
|
||||||
|
678 /scratch/Teaching/cars/car_ims/011208.jpg Hyundai Accent Sedan 2012 BMW Z4 Convertible 2012 82.19% Hyundai Accent Sedan 2012 12.83% Audi TT Hatchback 2011 1.53% Nissan Leaf Hatchback 2012 1.29% Acura TSX Sedan 2012 0.9%
|
||||||
|
679 /scratch/Teaching/cars/car_ims/013436.jpg Mercedes-Benz E-Class Sedan 2012 Volkswagen Golf Hatchback 1991 43.96% Chevrolet Malibu Sedan 2007 7.84% Suzuki Kizashi Sedan 2012 5.71% Fisker Karma Sedan 2012 3.8% Audi R8 Coupe 2012 3.37%
|
||||||
|
680 /scratch/Teaching/cars/car_ims/014253.jpg Porsche Panamera Sedan 2012 Audi TT RS Coupe 2012 53.94% Audi S5 Coupe 2012 13.92% Audi TT Hatchback 2011 11.91% Volkswagen Beetle Hatchback 2012 4.48% Porsche Panamera Sedan 2012 2.33%
|
||||||
|
681 /scratch/Teaching/cars/car_ims/006244.jpg Chrysler Sebring Convertible 2010 Ford Expedition EL SUV 2009 24.92% Dodge Dakota Crew Cab 2010 22.69% Ford F-150 Regular Cab 2012 9.96% Ford F-450 Super Duty Crew Cab 2012 5.56% GMC Terrain SUV 2012 4.84%
|
||||||
|
682 /scratch/Teaching/cars/car_ims/009844.jpg GMC Yukon Hybrid SUV 2012 Land Rover Range Rover SUV 2012 63.33% Chevrolet Tahoe Hybrid SUV 2012 21.64% Buick Rainier SUV 2007 2.44% GMC Acadia SUV 2012 2.02% GMC Yukon Hybrid SUV 2012 1.2%
|
||||||
|
683 /scratch/Teaching/cars/car_ims/000860.jpg Aston Martin Virage Coupe 2012 Bugatti Veyron 16.4 Convertible 2009 40.34% Aston Martin V8 Vantage Convertible 2012 33.98% MINI Cooper Roadster Convertible 2012 8.87% BMW Z4 Convertible 2012 4.98% Chrysler PT Cruiser Convertible 2008 2.65%
|
||||||
|
684 /scratch/Teaching/cars/car_ims/008854.jpg Ford Expedition EL SUV 2009 Ford Expedition EL SUV 2009 81.51% Dodge Durango SUV 2012 10.86% Toyota Sequoia SUV 2012 3.27% Toyota 4Runner SUV 2012 2.64% Chrysler PT Cruiser Convertible 2008 0.31%
|
||||||
|
685 /scratch/Teaching/cars/car_ims/001958.jpg Audi S4 Sedan 2007 Volkswagen Golf Hatchback 1991 76.99% Audi 100 Sedan 1994 3.01% Land Rover Range Rover SUV 2012 2.86% Dodge Caravan Minivan 1997 1.83% Daewoo Nubira Wagon 2002 1.58%
|
||||||
|
686 /scratch/Teaching/cars/car_ims/007731.jpg Dodge Durango SUV 2007 Dodge Durango SUV 2007 99.75% Dodge Dakota Crew Cab 2010 0.23% Jeep Liberty SUV 2012 0.01% Dodge Dakota Club Cab 2007 0.0% Chrysler Aspen SUV 2009 0.0%
|
||||||
|
687 /scratch/Teaching/cars/car_ims/008457.jpg Ferrari 458 Italia Coupe 2012 Lamborghini Aventador Coupe 2012 76.91% Chevrolet Corvette Convertible 2012 21.06% Ferrari 458 Italia Convertible 2012 1.47% Ferrari California Convertible 2012 0.37% Ford Mustang Convertible 2007 0.09%
|
||||||
|
688 /scratch/Teaching/cars/car_ims/014044.jpg Nissan 240SX Coupe 1998 Dodge Charger SRT-8 2009 39.04% Chevrolet HHR SS 2010 36.06% Hyundai Elantra Touring Hatchback 2012 4.64% Chevrolet Monte Carlo Coupe 2007 4.13% Ferrari 458 Italia Convertible 2012 3.91%
|
||||||
|
689 /scratch/Teaching/cars/car_ims/006792.jpg Dodge Caliber Wagon 2007 Jeep Patriot SUV 2012 52.62% Chevrolet Traverse SUV 2012 14.5% Jeep Liberty SUV 2012 10.69% Volvo C30 Hatchback 2012 4.89% Dodge Caliber Wagon 2012 1.8%
|
||||||
|
690 /scratch/Teaching/cars/car_ims/000157.jpg Acura TL Sedan 2012 Acura TL Sedan 2012 50.72% BMW M5 Sedan 2010 11.16% Acura TSX Sedan 2012 8.54% Volkswagen Golf Hatchback 2012 7.19% Acura TL Type-S 2008 5.98%
|
||||||
|
691 /scratch/Teaching/cars/car_ims/002556.jpg BMW X5 SUV 2007 Chrysler 300 SRT-8 2010 33.09% Jeep Liberty SUV 2012 19.21% FIAT 500 Abarth 2012 18.19% Jeep Wrangler SUV 2012 5.68% Bentley Arnage Sedan 2009 3.61%
|
||||||
|
692 /scratch/Teaching/cars/car_ims/014400.jpg Rolls-Royce Phantom Drophead Coupe Convertible 2012 Chevrolet Corvette Convertible 2012 48.12% Fisker Karma Sedan 2012 14.55% Aston Martin V8 Vantage Convertible 2012 8.61% Ferrari 458 Italia Convertible 2012 7.43% Honda Accord Sedan 2012 4.38%
|
||||||
|
693 /scratch/Teaching/cars/car_ims/008260.jpg Ferrari FF Coupe 2012 Lamborghini Aventador Coupe 2012 64.18% Ferrari 458 Italia Coupe 2012 32.16% Ferrari 458 Italia Convertible 2012 1.63% Ferrari California Convertible 2012 1.1% Dodge Magnum Wagon 2008 0.28%
|
||||||
|
694 /scratch/Teaching/cars/car_ims/005319.jpg Chevrolet Cobalt SS 2010 Eagle Talon Hatchback 1998 32.16% Bentley Arnage Sedan 2009 24.95% Mitsubishi Lancer Sedan 2012 7.66% Rolls-Royce Phantom Sedan 2012 5.08% Dodge Charger SRT-8 2009 4.95%
|
||||||
|
695 /scratch/Teaching/cars/car_ims/008437.jpg Ferrari 458 Italia Coupe 2012 Bugatti Veyron 16.4 Coupe 2009 13.62% Spyker C8 Convertible 2009 12.71% BMW ActiveHybrid 5 Sedan 2012 9.39% Audi TTS Coupe 2012 8.29% Suzuki SX4 Sedan 2012 7.26%
|
||||||
|
696 /scratch/Teaching/cars/car_ims/001081.jpg Audi TTS Coupe 2012 Audi TT RS Coupe 2012 71.68% Audi S4 Sedan 2012 22.07% Honda Accord Coupe 2012 5.93% Audi S5 Convertible 2012 0.08% Hyundai Santa Fe SUV 2012 0.04%
|
||||||
|
697 /scratch/Teaching/cars/car_ims/006053.jpg Chevrolet Silverado 1500 Regular Cab 2012 Ford Expedition EL SUV 2009 48.77% Chevrolet Avalanche Crew Cab 2012 10.86% Chrysler Aspen SUV 2009 8.53% Ford Ranger SuperCab 2011 6.19% Cadillac Escalade EXT Crew Cab 2007 5.93%
|
||||||
|
698 /scratch/Teaching/cars/car_ims/002588.jpg BMW X5 SUV 2007 Dodge Durango SUV 2012 14.42% Toyota 4Runner SUV 2012 12.33% Bentley Arnage Sedan 2009 7.02% Nissan NV Passenger Van 2012 4.57% Land Rover Range Rover SUV 2012 2.82%
|
||||||
|
699 /scratch/Teaching/cars/car_ims/015484.jpg Toyota Corolla Sedan 2012 BMW 3 Series Sedan 2012 88.38% BMW M6 Convertible 2010 3.52% Honda Accord Coupe 2012 1.88% Ferrari 458 Italia Convertible 2012 1.69% Dodge Journey SUV 2012 1.34%
|
||||||
|
700 /scratch/Teaching/cars/car_ims/006356.jpg Chrysler 300 SRT-8 2010 Chrysler 300 SRT-8 2010 99.56% Rolls-Royce Phantom Drophead Coupe Convertible 2012 0.4% Bentley Mulsanne Sedan 2011 0.04% Bentley Arnage Sedan 2009 0.01% Audi V8 Sedan 1994 0.0%
|
||||||
|
701 /scratch/Teaching/cars/car_ims/007243.jpg Dodge Journey SUV 2012 Chevrolet Sonic Sedan 2012 20.31% Nissan Juke Hatchback 2012 8.72% Dodge Charger Sedan 2012 6.43% Dodge Caliber Wagon 2012 6.26% Chevrolet Cobalt SS 2010 6.04%
|
||||||
|
702 /scratch/Teaching/cars/car_ims/004963.jpg Chevrolet Impala Sedan 2007 Chevrolet Monte Carlo Coupe 2007 48.95% Honda Accord Sedan 2012 33.05% Chevrolet Malibu Sedan 2007 7.17% Acura TSX Sedan 2012 2.45% Mercedes-Benz 300-Class Convertible 1993 2.09%
|
||||||
|
703 /scratch/Teaching/cars/car_ims/008911.jpg Ford Expedition EL SUV 2009 Ford Expedition EL SUV 2009 53.77% GMC Yukon Hybrid SUV 2012 27.92% Dodge Ram Pickup 3500 Crew Cab 2010 4.78% Jeep Liberty SUV 2012 4.7% Ford F-450 Super Duty Crew Cab 2012 4.14%
|
||||||
|
704 /scratch/Teaching/cars/car_ims/012621.jpg Land Rover Range Rover SUV 2012 Land Rover Range Rover SUV 2012 98.46% Jeep Grand Cherokee SUV 2012 0.84% Buick Rainier SUV 2007 0.2% Ford Freestar Minivan 2007 0.13% Volvo 240 Sedan 1993 0.05%
|
||||||
|
705 /scratch/Teaching/cars/car_ims/003373.jpg Bentley Continental GT Coupe 2012 Bentley Continental GT Coupe 2012 98.77% Audi TT RS Coupe 2012 0.84% Audi S6 Sedan 2011 0.14% Buick Regal GS 2012 0.07% Cadillac CTS-V Sedan 2012 0.06%
|
||||||
|
706 /scratch/Teaching/cars/car_ims/007080.jpg Dodge Ram Pickup 3500 Quad Cab 2009 Dodge Ram Pickup 3500 Quad Cab 2009 82.37% Jeep Wrangler SUV 2012 6.48% Dodge Dakota Club Cab 2007 4.38% Dodge Durango SUV 2007 1.81% Ford F-150 Regular Cab 2012 1.69%
|
||||||
|
707 /scratch/Teaching/cars/car_ims/001262.jpg Audi V8 Sedan 1994 Hyundai Azera Sedan 2012 51.15% Bugatti Veyron 16.4 Coupe 2009 8.57% Spyker C8 Coupe 2009 7.44% Buick Regal GS 2012 4.68% Chrysler Sebring Convertible 2010 1.87%
|
||||||
|
708 /scratch/Teaching/cars/car_ims/008962.jpg Ford Edge SUV 2012 Dodge Charger SRT-8 2009 53.48% Chevrolet Cobalt SS 2010 15.56% Chevrolet Camaro Convertible 2012 12.46% Honda Accord Coupe 2012 8.61% Toyota Camry Sedan 2012 3.77%
|
||||||
|
709 /scratch/Teaching/cars/car_ims/000934.jpg Audi RS 4 Convertible 2008 Audi R8 Coupe 2012 25.99% Audi S4 Sedan 2007 12.79% Audi TT Hatchback 2011 12.46% Chrysler 300 SRT-8 2010 12.25% Bugatti Veyron 16.4 Coupe 2009 8.26%
|
||||||
|
710 /scratch/Teaching/cars/car_ims/008002.jpg Eagle Talon Hatchback 1998 Lamborghini Reventon Coupe 2008 41.43% Eagle Talon Hatchback 1998 22.87% Ford Fiesta Sedan 2012 14.23% Chevrolet Impala Sedan 2007 9.67% Aston Martin V8 Vantage Coupe 2012 3.08%
|
||||||
|
711 /scratch/Teaching/cars/car_ims/013820.jpg Nissan Leaf Hatchback 2012 Nissan Leaf Hatchback 2012 54.18% Hyundai Sonata Sedan 2012 18.08% Toyota Camry Sedan 2012 9.26% Chevrolet Malibu Sedan 2007 8.52% Hyundai Elantra Sedan 2007 3.06%
|
||||||
|
712 /scratch/Teaching/cars/car_ims/000036.jpg AM General Hummer SUV 2000 Buick Rainier SUV 2007 97.55% Jeep Wrangler SUV 2012 0.83% Dodge Durango SUV 2007 0.41% Ford F-450 Super Duty Crew Cab 2012 0.21% AM General Hummer SUV 2000 0.14%
|
||||||
|
713 /scratch/Teaching/cars/car_ims/004143.jpg Cadillac SRX SUV 2012 Chevrolet TrailBlazer SS 2009 14.13% Honda Odyssey Minivan 2012 12.93% Dodge Challenger SRT8 2011 8.78% Cadillac SRX SUV 2012 5.81% Mitsubishi Lancer Sedan 2012 5.49%
|
||||||
|
714 /scratch/Teaching/cars/car_ims/001363.jpg Audi 100 Sedan 1994 Dodge Challenger SRT8 2011 42.31% Ford Ranger SuperCab 2011 13.77% Audi 100 Sedan 1994 13.31% Audi 100 Wagon 1994 12.13% Audi V8 Sedan 1994 3.17%
|
||||||
|
715 /scratch/Teaching/cars/car_ims/014295.jpg Ram C/V Cargo Van Minivan 2012 Isuzu Ascender SUV 2008 81.69% Chevrolet Tahoe Hybrid SUV 2012 4.31% Toyota Sequoia SUV 2012 1.75% Volkswagen Golf Hatchback 1991 1.44% Bentley Mulsanne Sedan 2011 1.04%
|
||||||
|
716 /scratch/Teaching/cars/car_ims/011845.jpg Jaguar XK XKR 2012 Mercedes-Benz SL-Class Coupe 2009 21.23% Aston Martin V8 Vantage Coupe 2012 10.76% Audi S4 Sedan 2012 6.86% Ford GT Coupe 2006 6.37% BMW M5 Sedan 2010 5.91%
|
||||||
|
717 /scratch/Teaching/cars/car_ims/008431.jpg Ferrari 458 Italia Coupe 2012 Lamborghini Diablo Coupe 2001 47.73% Acura Integra Type R 2001 35.97% McLaren MP4-12C Coupe 2012 3.36% Bugatti Veyron 16.4 Coupe 2009 2.65% AM General Hummer SUV 2000 2.46%
|
||||||
|
718 /scratch/Teaching/cars/car_ims/007780.jpg Dodge Durango SUV 2007 Dodge Ram Pickup 3500 Crew Cab 2010 16.75% Cadillac SRX SUV 2012 15.42% Hyundai Veracruz SUV 2012 10.46% Jeep Patriot SUV 2012 9.02% Jeep Wrangler SUV 2012 8.87%
|
||||||
|
719 /scratch/Teaching/cars/car_ims/007155.jpg Dodge Sprinter Cargo Van 2009 GMC Savana Van 2012 60.6% Chevrolet Express Cargo Van 2007 22.9% Nissan NV Passenger Van 2012 13.0% GMC Canyon Extended Cab 2012 1.05% Chevrolet Express Van 2007 0.78%
|
||||||
|
720 /scratch/Teaching/cars/car_ims/015182.jpg Tesla Model S Sedan 2012 Tesla Model S Sedan 2012 66.33% Volkswagen Beetle Hatchback 2012 17.94% Ford Focus Sedan 2007 4.1% Nissan Leaf Hatchback 2012 2.46% Volkswagen Golf Hatchback 2012 1.43%
|
||||||
|
721 /scratch/Teaching/cars/car_ims/005135.jpg Chevrolet Express Cargo Van 2007 Chevrolet Express Van 2007 56.46% Chevrolet Express Cargo Van 2007 30.15% GMC Savana Van 2012 13.39% Ford E-Series Wagon Van 2012 0.0% Isuzu Ascender SUV 2008 0.0%
|
||||||
|
722 /scratch/Teaching/cars/car_ims/015592.jpg Volkswagen Golf Hatchback 2012 Audi 100 Wagon 1994 24.12% BMW M6 Convertible 2010 15.42% Acura TL Type-S 2008 8.04% Dodge Magnum Wagon 2008 6.86% Bentley Arnage Sedan 2009 5.92%
|
||||||
|
723 /scratch/Teaching/cars/car_ims/007864.jpg Dodge Charger Sedan 2012 Dodge Charger SRT-8 2009 99.91% Chevrolet Camaro Convertible 2012 0.05% Volvo C30 Hatchback 2012 0.01% Dodge Charger Sedan 2012 0.01% Ford Mustang Convertible 2007 0.01%
|
||||||
|
724 /scratch/Teaching/cars/car_ims/014625.jpg Scion xD Hatchback 2012 Scion xD Hatchback 2012 99.97% Hyundai Azera Sedan 2012 0.02% Hyundai Sonata Hybrid Sedan 2012 0.01% Hyundai Santa Fe SUV 2012 0.0% Toyota Corolla Sedan 2012 0.0%
|
||||||
|
725 /scratch/Teaching/cars/car_ims/005187.jpg Chevrolet Express Cargo Van 2007 GMC Savana Van 2012 41.06% Chevrolet Silverado 1500 Regular Cab 2012 24.18% Chevrolet Express Cargo Van 2007 22.35% Chevrolet Express Van 2007 6.81% Audi 100 Sedan 1994 1.8%
|
||||||
|
726 /scratch/Teaching/cars/car_ims/005963.jpg Chevrolet Silverado 1500 Extended Cab 2012 Chevrolet Silverado 1500 Extended Cab 2012 54.68% GMC Canyon Extended Cab 2012 25.83% Chevrolet Silverado 1500 Regular Cab 2012 6.77% Dodge Dakota Club Cab 2007 6.03% Chevrolet Silverado 2500HD Regular Cab 2012 2.94%
|
||||||
|
727 /scratch/Teaching/cars/car_ims/004917.jpg Chevrolet Impala Sedan 2007 Dodge Magnum Wagon 2008 63.87% Chevrolet Malibu Hybrid Sedan 2010 6.91% Bentley Continental Flying Spur Sedan 2007 5.87% Chrysler PT Cruiser Convertible 2008 4.65% BMW 3 Series Wagon 2012 4.03%
|
||||||
|
728 /scratch/Teaching/cars/car_ims/010469.jpg Honda Odyssey Minivan 2007 Ford Edge SUV 2012 51.57% Honda Odyssey Minivan 2007 18.84% Hyundai Tucson SUV 2012 5.38% Chrysler PT Cruiser Convertible 2008 5.36% Honda Odyssey Minivan 2012 4.74%
|
||||||
|
729 /scratch/Teaching/cars/car_ims/015839.jpg Volkswagen Beetle Hatchback 2012 Volkswagen Beetle Hatchback 2012 93.67% Bugatti Veyron 16.4 Coupe 2009 0.85% Porsche Panamera Sedan 2012 0.55% Ford Edge SUV 2012 0.5% Hyundai Veloster Hatchback 2012 0.37%
|
||||||
|
730 /scratch/Teaching/cars/car_ims/014489.jpg Rolls-Royce Ghost Sedan 2012 Chrysler Crossfire Convertible 2008 41.17% Aston Martin V8 Vantage Convertible 2012 22.11% Dodge Journey SUV 2012 3.65% Hyundai Veracruz SUV 2012 3.48% Rolls-Royce Phantom Sedan 2012 3.1%
|
||||||
|
731 /scratch/Teaching/cars/car_ims/010981.jpg Hyundai Veracruz SUV 2012 Hyundai Tucson SUV 2012 77.01% Hyundai Veracruz SUV 2012 14.04% Chevrolet Traverse SUV 2012 8.06% Hyundai Santa Fe SUV 2012 0.32% Land Rover LR2 SUV 2012 0.23%
|
||||||
|
732 /scratch/Teaching/cars/car_ims/006836.jpg Dodge Caliber Wagon 2007 Volvo C30 Hatchback 2012 62.25% Dodge Journey SUV 2012 14.15% Dodge Caliber Wagon 2007 6.48% Cadillac SRX SUV 2012 6.29% Dodge Caliber Wagon 2012 6.11%
|
||||||
|
733 /scratch/Teaching/cars/car_ims/004748.jpg Chevrolet Camaro Convertible 2012 Dodge Magnum Wagon 2008 71.52% Chevrolet Corvette Convertible 2012 19.21% Ferrari 458 Italia Coupe 2012 3.28% Ferrari 458 Italia Convertible 2012 1.62% Eagle Talon Hatchback 1998 1.0%
|
||||||
|
734 /scratch/Teaching/cars/car_ims/000879.jpg Aston Martin Virage Coupe 2012 Geo Metro Convertible 1993 91.69% Lamborghini Aventador Coupe 2012 5.39% Scion xD Hatchback 2012 0.69% Aston Martin V8 Vantage Coupe 2012 0.35% Aston Martin Virage Coupe 2012 0.26%
|
||||||
|
735 /scratch/Teaching/cars/car_ims/003303.jpg Bentley Mulsanne Sedan 2011 Bentley Mulsanne Sedan 2011 53.89% Cadillac CTS-V Sedan 2012 18.34% Bentley Continental GT Coupe 2012 14.95% Bentley Arnage Sedan 2009 5.74% Buick Regal GS 2012 2.06%
|
||||||
|
736 /scratch/Teaching/cars/car_ims/011253.jpg Hyundai Genesis Sedan 2012 Mercedes-Benz C-Class Sedan 2012 25.95% Nissan Leaf Hatchback 2012 24.47% BMW 3 Series Wagon 2012 23.19% Hyundai Genesis Sedan 2012 5.47% Porsche Panamera Sedan 2012 4.98%
|
||||||
|
737 /scratch/Teaching/cars/car_ims/007727.jpg Dodge Durango SUV 2007 Isuzu Ascender SUV 2008 58.7% Chrysler Aspen SUV 2009 17.91% Land Rover LR2 SUV 2012 10.7% Jeep Patriot SUV 2012 5.54% Jeep Liberty SUV 2012 2.68%
|
||||||
|
738 /scratch/Teaching/cars/car_ims/000466.jpg Acura Integra Type R 2001 Volkswagen Beetle Hatchback 2012 36.7% Acura Integra Type R 2001 25.65% BMW 1 Series Coupe 2012 18.26% BMW M3 Coupe 2012 2.91% Chevrolet Cobalt SS 2010 2.8%
|
||||||
|
739 /scratch/Teaching/cars/car_ims/013846.jpg Nissan NV Passenger Van 2012 Nissan NV Passenger Van 2012 99.92% Ford F-150 Regular Cab 2012 0.07% Ford F-150 Regular Cab 2007 0.01% Ford F-450 Super Duty Crew Cab 2012 0.0% Ford E-Series Wagon Van 2012 0.0%
|
||||||
|
740 /scratch/Teaching/cars/car_ims/000575.jpg Aston Martin V8 Vantage Convertible 2012 Audi TT RS Coupe 2012 80.89% Audi TT Hatchback 2011 4.59% Volkswagen Beetle Hatchback 2012 3.78% Chevrolet Camaro Convertible 2012 2.66% Chevrolet Corvette Convertible 2012 2.15%
|
||||||
|
741 /scratch/Teaching/cars/car_ims/001907.jpg Audi S4 Sedan 2007 Chevrolet Corvette ZR1 2012 25.12% Audi R8 Coupe 2012 18.67% Audi TTS Coupe 2012 14.11% Audi S5 Coupe 2012 5.45% Audi S4 Sedan 2012 5.38%
|
||||||
|
742 /scratch/Teaching/cars/car_ims/001684.jpg Audi S5 Convertible 2012 Porsche Panamera Sedan 2012 79.32% Jaguar XK XKR 2012 10.03% Chevrolet Corvette ZR1 2012 2.34% Audi S4 Sedan 2007 1.47% Bugatti Veyron 16.4 Coupe 2009 0.94%
|
||||||
|
743 /scratch/Teaching/cars/car_ims/006416.jpg Chrysler 300 SRT-8 2010 Land Rover LR2 SUV 2012 17.96% Jeep Wrangler SUV 2012 10.37% Ford F-150 Regular Cab 2007 9.84% Cadillac Escalade EXT Crew Cab 2007 9.08% GMC Terrain SUV 2012 8.78%
|
||||||
|
744 /scratch/Teaching/cars/car_ims/002205.jpg BMW 1 Series Coupe 2012 BMW 1 Series Coupe 2012 89.69% BMW M3 Coupe 2012 8.81% Ford GT Coupe 2006 0.54% Chevrolet Sonic Sedan 2012 0.31% Audi TT RS Coupe 2012 0.17%
|
||||||
|
745 /scratch/Teaching/cars/car_ims/002485.jpg BMW 6 Series Convertible 2007 BMW 6 Series Convertible 2007 99.87% Audi TT RS Coupe 2012 0.02% BMW M6 Convertible 2010 0.02% Bentley Continental GT Coupe 2012 0.02% Tesla Model S Sedan 2012 0.01%
|
||||||
|
746 /scratch/Teaching/cars/car_ims/005802.jpg Chevrolet Monte Carlo Coupe 2007 Hyundai Sonata Sedan 2012 28.48% Aston Martin V8 Vantage Coupe 2012 21.38% BMW 1 Series Coupe 2012 11.87% Honda Odyssey Minivan 2012 9.74% BMW X6 SUV 2012 3.85%
|
||||||
|
747 /scratch/Teaching/cars/car_ims/013716.jpg Mitsubishi Lancer Sedan 2012 Dodge Magnum Wagon 2008 47.5% GMC Acadia SUV 2012 20.38% Toyota Camry Sedan 2012 14.22% BMW M5 Sedan 2010 3.24% Honda Odyssey Minivan 2007 2.32%
|
||||||
|
748 /scratch/Teaching/cars/car_ims/009167.jpg Ford GT Coupe 2006 Fisker Karma Sedan 2012 36.42% Ford GT Coupe 2006 27.93% Bugatti Veyron 16.4 Convertible 2009 14.99% Spyker C8 Coupe 2009 11.48% Bugatti Veyron 16.4 Coupe 2009 1.93%
|
||||||
|
749 /scratch/Teaching/cars/car_ims/001607.jpg Audi S6 Sedan 2011 Audi S6 Sedan 2011 99.52% Audi S5 Convertible 2012 0.34% Audi TTS Coupe 2012 0.07% Audi RS 4 Convertible 2008 0.03% Audi S5 Coupe 2012 0.01%
|
||||||
|
750 /scratch/Teaching/cars/car_ims/014868.jpg Suzuki Aerio Sedan 2007 Suzuki Aerio Sedan 2007 40.09% Hyundai Elantra Touring Hatchback 2012 14.8% Chevrolet Sonic Sedan 2012 8.24% Hyundai Sonata Sedan 2012 4.3% Chrysler PT Cruiser Convertible 2008 4.02%
|
||||||
|
751 /scratch/Teaching/cars/car_ims/013254.jpg Mercedes-Benz C-Class Sedan 2012 GMC Canyon Extended Cab 2012 13.36% Chevrolet Silverado 1500 Extended Cab 2012 8.83% Honda Accord Sedan 2012 7.33% Audi 100 Wagon 1994 5.11% Hyundai Santa Fe SUV 2012 3.87%
|
||||||
|
752 /scratch/Teaching/cars/car_ims/015770.jpg Volkswagen Beetle Hatchback 2012 Ferrari 458 Italia Convertible 2012 91.41% Acura Integra Type R 2001 6.46% Daewoo Nubira Wagon 2002 0.42% Chevrolet Monte Carlo Coupe 2007 0.39% Chevrolet Corvette ZR1 2012 0.25%
|
||||||
|
753 /scratch/Teaching/cars/car_ims/008937.jpg Ford Expedition EL SUV 2009 GMC Canyon Extended Cab 2012 45.58% Ford F-150 Regular Cab 2012 20.16% Land Rover LR2 SUV 2012 12.67% Toyota Sequoia SUV 2012 7.81% Isuzu Ascender SUV 2008 5.35%
|
||||||
|
754 /scratch/Teaching/cars/car_ims/009922.jpg GMC Acadia SUV 2012 Infiniti QX56 SUV 2011 67.95% Chevrolet Impala Sedan 2007 5.4% Toyota 4Runner SUV 2012 5.34% Ford Expedition EL SUV 2009 2.2% Chrysler 300 SRT-8 2010 1.92%
|
||||||
|
755 /scratch/Teaching/cars/car_ims/006703.jpg Daewoo Nubira Wagon 2002 Chevrolet Silverado 1500 Extended Cab 2012 37.23% Ford F-150 Regular Cab 2007 34.52% Dodge Durango SUV 2007 7.84% Chevrolet Silverado 1500 Classic Extended Cab 2007 6.14% Dodge Dakota Club Cab 2007 3.27%
|
||||||
|
756 /scratch/Teaching/cars/car_ims/008767.jpg Ford Freestar Minivan 2007 Ram C/V Cargo Van Minivan 2012 85.22% Dodge Durango SUV 2007 7.55% Honda Odyssey Minivan 2007 1.17% Dodge Ram Pickup 3500 Quad Cab 2009 0.98% Lincoln Town Car Sedan 2011 0.52%
|
||||||
|
757 /scratch/Teaching/cars/car_ims/014079.jpg Nissan 240SX Coupe 1998 BMW M6 Convertible 2010 20.58% Bugatti Veyron 16.4 Coupe 2009 18.89% BMW 6 Series Convertible 2007 14.51% Geo Metro Convertible 1993 13.39% Aston Martin V8 Vantage Coupe 2012 10.63%
|
||||||
|
758 /scratch/Teaching/cars/car_ims/006386.jpg Chrysler 300 SRT-8 2010 Nissan NV Passenger Van 2012 42.85% Jeep Wrangler SUV 2012 37.0% HUMMER H3T Crew Cab 2010 11.59% Jeep Grand Cherokee SUV 2012 4.58% Jeep Patriot SUV 2012 1.35%
|
||||||
|
759 /scratch/Teaching/cars/car_ims/004849.jpg Chevrolet HHR SS 2010 Aston Martin Virage Coupe 2012 64.55% Land Rover LR2 SUV 2012 19.15% Chevrolet HHR SS 2010 4.63% Jeep Wrangler SUV 2012 3.47% BMW X6 SUV 2012 2.03%
|
||||||
|
760 /scratch/Teaching/cars/car_ims/003727.jpg Bugatti Veyron 16.4 Coupe 2009 Bugatti Veyron 16.4 Convertible 2009 97.64% Audi TT Hatchback 2011 1.87% Audi TT RS Coupe 2012 0.25% Bugatti Veyron 16.4 Coupe 2009 0.07% MINI Cooper Roadster Convertible 2012 0.05%
|
||||||
|
761 /scratch/Teaching/cars/car_ims/015032.jpg Suzuki SX4 Hatchback 2012 HUMMER H3T Crew Cab 2010 94.48% Ford GT Coupe 2006 1.29% Ferrari FF Coupe 2012 1.08% BMW 1 Series Coupe 2012 0.9% McLaren MP4-12C Coupe 2012 0.55%
|
||||||
|
762 /scratch/Teaching/cars/car_ims/009636.jpg GMC Terrain SUV 2012 Jeep Wrangler SUV 2012 77.65% Dodge Journey SUV 2012 3.62% Ford Edge SUV 2012 3.39% Chevrolet TrailBlazer SS 2009 2.25% Chevrolet Traverse SUV 2012 1.27%
|
||||||
|
763 /scratch/Teaching/cars/car_ims/007382.jpg Dodge Dakota Crew Cab 2010 GMC Terrain SUV 2012 63.39% Jeep Liberty SUV 2012 24.33% Audi S4 Sedan 2007 4.6% Nissan Juke Hatchback 2012 2.41% Chrysler 300 SRT-8 2010 0.64%
|
||||||
|
764 /scratch/Teaching/cars/car_ims/012414.jpg Lamborghini Aventador Coupe 2012 Spyker C8 Convertible 2009 99.16% Suzuki SX4 Hatchback 2012 0.59% Bugatti Veyron 16.4 Convertible 2009 0.07% Bugatti Veyron 16.4 Coupe 2009 0.05% HUMMER H3T Crew Cab 2010 0.04%
|
||||||
|
765 /scratch/Teaching/cars/car_ims/011197.jpg Hyundai Accent Sedan 2012 Ford Fiesta Sedan 2012 87.05% Dodge Challenger SRT8 2011 12.21% Mercedes-Benz SL-Class Coupe 2009 0.38% Toyota Camry Sedan 2012 0.16% Acura TSX Sedan 2012 0.08%
|
||||||
|
766 /scratch/Teaching/cars/car_ims/013082.jpg McLaren MP4-12C Coupe 2012 Spyker C8 Coupe 2009 94.21% McLaren MP4-12C Coupe 2012 3.1% Ferrari California Convertible 2012 1.15% Ferrari 458 Italia Convertible 2012 0.42% Aston Martin Virage Coupe 2012 0.24%
|
||||||
|
767 /scratch/Teaching/cars/car_ims/013745.jpg Mitsubishi Lancer Sedan 2012 Acura ZDX Hatchback 2012 32.93% Bentley Mulsanne Sedan 2011 4.46% GMC Terrain SUV 2012 3.67% Audi 100 Wagon 1994 3.59% Ford Edge SUV 2012 3.46%
|
||||||
|
768 /scratch/Teaching/cars/car_ims/006268.jpg Chrysler Sebring Convertible 2010 Dodge Caliber Wagon 2007 39.78% Chrysler Sebring Convertible 2010 18.51% Suzuki SX4 Hatchback 2012 9.38% Nissan Juke Hatchback 2012 9.21% Dodge Charger Sedan 2012 2.49%
|
||||||
|
769 /scratch/Teaching/cars/car_ims/011484.jpg Hyundai Azera Sedan 2012 Dodge Charger Sedan 2012 90.32% BMW M3 Coupe 2012 3.33% Hyundai Azera Sedan 2012 2.59% Audi 100 Wagon 1994 0.83% Audi S4 Sedan 2012 0.67%
|
||||||
|
770 /scratch/Teaching/cars/car_ims/008858.jpg Ford Expedition EL SUV 2009 Dodge Dakota Crew Cab 2010 83.3% Dodge Dakota Club Cab 2007 6.14% Ford Expedition EL SUV 2009 4.86% Chevrolet Tahoe Hybrid SUV 2012 2.39% Dodge Durango SUV 2007 1.39%
|
||||||
|
771 /scratch/Teaching/cars/car_ims/007708.jpg Dodge Durango SUV 2007 Cadillac Escalade EXT Crew Cab 2007 43.72% Chevrolet Malibu Sedan 2007 10.61% GMC Yukon Hybrid SUV 2012 7.24% Mitsubishi Lancer Sedan 2012 6.12% Dodge Durango SUV 2012 5.82%
|
||||||
|
772 /scratch/Teaching/cars/car_ims/014037.jpg Nissan 240SX Coupe 1998 Eagle Talon Hatchback 1998 32.59% Honda Accord Coupe 2012 13.3% Audi S5 Convertible 2012 10.21% Chevrolet HHR SS 2010 8.84% Chevrolet Cobalt SS 2010 7.58%
|
||||||
|
773 /scratch/Teaching/cars/car_ims/003234.jpg Bentley Arnage Sedan 2009 Bentley Arnage Sedan 2009 100.0% Rolls-Royce Phantom Sedan 2012 0.0% Bentley Mulsanne Sedan 2011 0.0% Jeep Liberty SUV 2012 0.0% Jeep Wrangler SUV 2012 0.0%
|
||||||
|
774 /scratch/Teaching/cars/car_ims/013659.jpg Mercedes-Benz Sprinter Van 2012 Mercedes-Benz Sprinter Van 2012 99.04% Dodge Sprinter Cargo Van 2009 0.93% Ford E-Series Wagon Van 2012 0.02% Nissan NV Passenger Van 2012 0.0% Chevrolet Express Cargo Van 2007 0.0%
|
||||||
|
775 /scratch/Teaching/cars/car_ims/005840.jpg Chevrolet Malibu Sedan 2007 Ford Edge SUV 2012 68.7% Volkswagen Golf Hatchback 1991 3.42% Honda Accord Sedan 2012 3.14% Ford Ranger SuperCab 2011 2.49% Acura TL Type-S 2008 1.88%
|
||||||
|
776 /scratch/Teaching/cars/car_ims/011317.jpg Hyundai Sonata Sedan 2012 Bentley Continental GT Coupe 2007 21.22% Buick Regal GS 2012 13.91% Chevrolet Malibu Hybrid Sedan 2010 9.08% Honda Odyssey Minivan 2012 8.96% Chevrolet Corvette Ron Fellows Edition Z06 2007 5.34%
|
||||||
|
777 /scratch/Teaching/cars/car_ims/001070.jpg Audi TTS Coupe 2012 Ford Mustang Convertible 2007 17.1% Audi RS 4 Convertible 2008 16.8% Audi S5 Convertible 2012 15.88% Fisker Karma Sedan 2012 9.49% Audi S5 Coupe 2012 8.72%
|
||||||
|
778 /scratch/Teaching/cars/car_ims/008981.jpg Ford Edge SUV 2012 Honda Odyssey Minivan 2012 63.99% Ford Edge SUV 2012 25.29% Dodge Durango SUV 2012 7.4% Chevrolet Malibu Hybrid Sedan 2010 1.25% Ford Expedition EL SUV 2009 0.26%
|
||||||
|
779 /scratch/Teaching/cars/car_ims/005175.jpg Chevrolet Express Cargo Van 2007 Chevrolet Express Van 2007 76.28% Chevrolet Express Cargo Van 2007 20.98% GMC Savana Van 2012 2.41% Mercedes-Benz Sprinter Van 2012 0.08% Dodge Sprinter Cargo Van 2009 0.07%
|
||||||
|
780 /scratch/Teaching/cars/car_ims/013611.jpg Mercedes-Benz Sprinter Van 2012 Mercedes-Benz Sprinter Van 2012 86.51% Dodge Sprinter Cargo Van 2009 12.8% Chevrolet Silverado 1500 Classic Extended Cab 2007 0.34% Audi V8 Sedan 1994 0.18% Audi 100 Sedan 1994 0.05%
|
||||||
|
781 /scratch/Teaching/cars/car_ims/007768.jpg Dodge Durango SUV 2007 Dodge Durango SUV 2012 24.75% Mazda Tribute SUV 2011 15.39% Land Rover LR2 SUV 2012 13.6% Honda Odyssey Minivan 2012 9.87% Hyundai Veracruz SUV 2012 6.87%
|
||||||
|
782 /scratch/Teaching/cars/car_ims/006903.jpg Dodge Caravan Minivan 1997 Bugatti Veyron 16.4 Convertible 2009 13.13% Eagle Talon Hatchback 1998 10.0% Porsche Panamera Sedan 2012 7.15% Dodge Caravan Minivan 1997 6.32% Mitsubishi Lancer Sedan 2012 5.9%
|
||||||
|
783 /scratch/Teaching/cars/car_ims/007946.jpg Dodge Charger SRT-8 2009 Chevrolet Cobalt SS 2010 86.76% Honda Accord Coupe 2012 4.31% Ferrari 458 Italia Convertible 2012 2.25% Dodge Magnum Wagon 2008 2.2% Ferrari California Convertible 2012 1.52%
|
||||||
|
784 /scratch/Teaching/cars/car_ims/000558.jpg Acura ZDX Hatchback 2012 Ford Edge SUV 2012 25.7% GMC Acadia SUV 2012 18.91% Honda Odyssey Minivan 2012 15.75% GMC Terrain SUV 2012 3.38% Jeep Grand Cherokee SUV 2012 2.9%
|
||||||
|
785 /scratch/Teaching/cars/car_ims/012571.jpg Lamborghini Diablo Coupe 2001 Lamborghini Diablo Coupe 2001 40.93% Audi RS 4 Convertible 2008 31.73% Ferrari 458 Italia Convertible 2012 11.51% Spyker C8 Convertible 2009 6.17% Ferrari 458 Italia Coupe 2012 4.68%
|
||||||
|
786 /scratch/Teaching/cars/car_ims/010622.jpg Honda Accord Sedan 2012 Volkswagen Golf Hatchback 2012 53.55% Nissan Leaf Hatchback 2012 16.72% Suzuki SX4 Sedan 2012 7.57% Infiniti G Coupe IPL 2012 3.72% Daewoo Nubira Wagon 2002 3.61%
|
||||||
|
787 /scratch/Teaching/cars/car_ims/009944.jpg GMC Acadia SUV 2012 Chevrolet Traverse SUV 2012 27.5% Chevrolet Malibu Sedan 2007 11.53% Chevrolet Malibu Hybrid Sedan 2010 9.01% Hyundai Sonata Sedan 2012 7.51% Honda Odyssey Minivan 2012 7.09%
|
||||||
|
788 /scratch/Teaching/cars/car_ims/015983.jpg Volvo 240 Sedan 1993 Ford Mustang Convertible 2007 55.05% Audi S5 Convertible 2012 10.35% Mercedes-Benz C-Class Sedan 2012 4.56% Mercedes-Benz SL-Class Coupe 2009 4.14% Audi RS 4 Convertible 2008 2.51%
|
||||||
|
789 /scratch/Teaching/cars/car_ims/002707.jpg BMW M3 Coupe 2012 BMW M3 Coupe 2012 23.87% Audi S5 Convertible 2012 13.36% BMW M5 Sedan 2010 12.02% BMW 1 Series Coupe 2012 11.91% Audi TTS Coupe 2012 11.86%
|
||||||
|
790 /scratch/Teaching/cars/car_ims/008391.jpg Ferrari 458 Italia Convertible 2012 Ferrari California Convertible 2012 91.47% Ferrari 458 Italia Convertible 2012 6.58% BMW M3 Coupe 2012 1.15% Ferrari 458 Italia Coupe 2012 0.33% Lamborghini Aventador Coupe 2012 0.26%
|
||||||
|
791 /scratch/Teaching/cars/car_ims/003346.jpg Bentley Continental GT Coupe 2012 Chevrolet Camaro Convertible 2012 29.24% Fisker Karma Sedan 2012 12.67% Porsche Panamera Sedan 2012 5.07% Volkswagen Beetle Hatchback 2012 4.91% Hyundai Sonata Sedan 2012 4.06%
|
||||||
|
792 /scratch/Teaching/cars/car_ims/007054.jpg Dodge Ram Pickup 3500 Quad Cab 2009 GMC Canyon Extended Cab 2012 24.12% Dodge Sprinter Cargo Van 2009 14.15% Mercedes-Benz Sprinter Van 2012 9.45% Audi 100 Wagon 1994 8.89% Ford F-150 Regular Cab 2007 4.79%
|
||||||
|
793 /scratch/Teaching/cars/car_ims/007055.jpg Dodge Ram Pickup 3500 Quad Cab 2009 Chevrolet Silverado 1500 Extended Cab 2012 98.56% Ford F-450 Super Duty Crew Cab 2012 0.74% Dodge Ram Pickup 3500 Quad Cab 2009 0.57% Chevrolet Silverado 1500 Hybrid Crew Cab 2012 0.05% Chevrolet Silverado 1500 Regular Cab 2012 0.03%
|
||||||
|
794 /scratch/Teaching/cars/car_ims/011254.jpg Hyundai Genesis Sedan 2012 Land Rover LR2 SUV 2012 23.25% Bugatti Veyron 16.4 Convertible 2009 14.24% Jaguar XK XKR 2012 10.17% Hyundai Genesis Sedan 2012 9.06% BMW M5 Sedan 2010 8.02%
|
||||||
|
795 /scratch/Teaching/cars/car_ims/000570.jpg Acura ZDX Hatchback 2012 Chevrolet Sonic Sedan 2012 46.05% Nissan Juke Hatchback 2012 19.45% smart fortwo Convertible 2012 13.83% Suzuki SX4 Hatchback 2012 9.83% Jeep Compass SUV 2012 2.95%
|
||||||
|
796 /scratch/Teaching/cars/car_ims/006962.jpg Dodge Ram Pickup 3500 Crew Cab 2010 Dodge Ram Pickup 3500 Crew Cab 2010 77.44% Ford F-450 Super Duty Crew Cab 2012 8.32% Ford F-150 Regular Cab 2012 2.49% Ford Expedition EL SUV 2009 1.75% Jeep Wrangler SUV 2012 1.56%
|
||||||
|
797 /scratch/Teaching/cars/car_ims/002135.jpg BMW 1 Series Convertible 2012 BMW Z4 Convertible 2012 99.24% Chrysler PT Cruiser Convertible 2008 0.26% Chevrolet Tahoe Hybrid SUV 2012 0.15% Chrysler 300 SRT-8 2010 0.13% Honda Odyssey Minivan 2012 0.12%
|
||||||
|
798 /scratch/Teaching/cars/car_ims/008964.jpg Ford Edge SUV 2012 Ford Edge SUV 2012 40.52% Honda Odyssey Minivan 2012 37.01% Hyundai Santa Fe SUV 2012 12.76% Ford F-450 Super Duty Crew Cab 2012 3.2% Ford Expedition EL SUV 2009 1.32%
|
||||||
|
799 /scratch/Teaching/cars/car_ims/013662.jpg Mercedes-Benz Sprinter Van 2012 Dodge Durango SUV 2007 42.62% Chevrolet Silverado 1500 Classic Extended Cab 2007 19.11% Ford E-Series Wagon Van 2012 11.87% Ford F-150 Regular Cab 2007 8.81% Mercedes-Benz Sprinter Van 2012 6.17%
|
||||||
|
800 /scratch/Teaching/cars/car_ims/000906.jpg Audi RS 4 Convertible 2008 Audi R8 Coupe 2012 68.3% Audi V8 Sedan 1994 21.36% Tesla Model S Sedan 2012 2.88% Rolls-Royce Phantom Drophead Coupe Convertible 2012 1.96% Chrysler 300 SRT-8 2010 1.4%
|
||||||
|
801 /scratch/Teaching/cars/car_ims/005015.jpg Chevrolet Tahoe Hybrid SUV 2012 Chevrolet Tahoe Hybrid SUV 2012 99.99% Jeep Wrangler SUV 2012 0.01% Buick Rainier SUV 2007 0.0% Dodge Dakota Club Cab 2007 0.0% Jeep Patriot SUV 2012 0.0%
|
||||||
|
802 /scratch/Teaching/cars/car_ims/007322.jpg Dodge Dakota Crew Cab 2010 Dodge Dakota Crew Cab 2010 95.3% Jeep Liberty SUV 2012 4.27% Dodge Ram Pickup 3500 Quad Cab 2009 0.36% Dodge Dakota Club Cab 2007 0.04% Ford Ranger SuperCab 2011 0.01%
|
||||||
|
803 /scratch/Teaching/cars/car_ims/016137.jpg smart fortwo Convertible 2012 smart fortwo Convertible 2012 68.24% Audi 100 Wagon 1994 5.56% HUMMER H2 SUT Crew Cab 2009 4.95% Jeep Grand Cherokee SUV 2012 3.22% Chevrolet Sonic Sedan 2012 2.07%
|
||||||
|
804 /scratch/Teaching/cars/car_ims/000544.jpg Acura ZDX Hatchback 2012 Dodge Caliber Wagon 2007 46.4% Dodge Caliber Wagon 2012 44.67% Mitsubishi Lancer Sedan 2012 2.29% BMW 1 Series Coupe 2012 1.21% Hyundai Azera Sedan 2012 0.81%
|
||||||
|
805 /scratch/Teaching/cars/car_ims/002647.jpg BMW X6 SUV 2012 Audi TT RS Coupe 2012 70.06% Aston Martin V8 Vantage Coupe 2012 12.2% Volvo C30 Hatchback 2012 8.19% Audi S5 Coupe 2012 5.16% Audi S4 Sedan 2012 1.73%
|
||||||
|
806 /scratch/Teaching/cars/car_ims/013804.jpg Nissan Leaf Hatchback 2012 Ford Mustang Convertible 2007 56.82% Chevrolet Corvette Convertible 2012 13.85% Ferrari California Convertible 2012 7.28% Ferrari 458 Italia Coupe 2012 5.83% Audi S5 Convertible 2012 5.74%
|
||||||
|
807 /scratch/Teaching/cars/car_ims/011145.jpg Hyundai Elantra Sedan 2007 Ford Fiesta Sedan 2012 52.87% Cadillac SRX SUV 2012 10.43% Chevrolet Corvette Convertible 2012 9.77% GMC Terrain SUV 2012 7.8% Chevrolet Malibu Sedan 2007 4.57%
|
||||||
|
808 /scratch/Teaching/cars/car_ims/001202.jpg Audi R8 Coupe 2012 Audi TTS Coupe 2012 45.17% Aston Martin V8 Vantage Convertible 2012 26.42% Jaguar XK XKR 2012 11.14% Aston Martin Virage Convertible 2012 4.19% Aston Martin V8 Vantage Coupe 2012 3.81%
|
||||||
|
809 /scratch/Teaching/cars/car_ims/002979.jpg BMW X3 SUV 2012 Jeep Wrangler SUV 2012 55.91% Jeep Compass SUV 2012 21.32% Jeep Patriot SUV 2012 10.57% Chevrolet Tahoe Hybrid SUV 2012 3.05% AM General Hummer SUV 2000 2.48%
|
||||||
|
810 /scratch/Teaching/cars/car_ims/000338.jpg Acura TSX Sedan 2012 Audi S4 Sedan 2007 47.46% Mitsubishi Lancer Sedan 2012 9.68% smart fortwo Convertible 2012 7.7% BMW 3 Series Wagon 2012 5.63% Maybach Landaulet Convertible 2012 3.4%
|
||||||
|
BIN
cars/90.5.5/base/small.png
Normal file
BIN
cars/90.5.5/base/small.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 175 KiB |
13
cars/90.5.5/base/solver.prototxt
Normal file
13
cars/90.5.5/base/solver.prototxt
Normal file
@ -0,0 +1,13 @@
|
|||||||
|
test_iter: 26
|
||||||
|
test_interval: 114
|
||||||
|
base_lr: 0.001
|
||||||
|
display: 14
|
||||||
|
max_iter: 11400
|
||||||
|
lr_policy: "fixed"
|
||||||
|
momentum: 0.89999998
|
||||||
|
weight_decay: 1.0000001e-05
|
||||||
|
snapshot: 114
|
||||||
|
snapshot_prefix: "snapshot"
|
||||||
|
solver_mode: GPU
|
||||||
|
net: "train_val.prototxt"
|
||||||
|
solver_type: SGD
|
||||||
382
cars/90.5.5/base/train_val.prototxt
Normal file
382
cars/90.5.5/base/train_val.prototxt
Normal file
@ -0,0 +1,382 @@
|
|||||||
|
layer {
|
||||||
|
name: "train-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
phase: TRAIN
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
mirror: true
|
||||||
|
crop_size: 227
|
||||||
|
mean_file: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115617-b134/mean.binaryproto"
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
source: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115617-b134/train_db"
|
||||||
|
batch_size: 128
|
||||||
|
backend: LMDB
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "val-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
include {
|
||||||
|
phase: TEST
|
||||||
|
}
|
||||||
|
transform_param {
|
||||||
|
crop_size: 227
|
||||||
|
mean_file: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115617-b134/mean.binaryproto"
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
source: "/mnt/bigdisk/DIGITS-AIN-3/digits/jobs/20210401-115617-b134/val_db"
|
||||||
|
batch_size: 32
|
||||||
|
backend: LMDB
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 9.9999997e-05
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0049999999
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1.0
|
||||||
|
decay_mult: 1.0
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2.0
|
||||||
|
decay_mult: 0.0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 196
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.0099999998
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "accuracy"
|
||||||
|
type: "Accuracy"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "accuracy"
|
||||||
|
include {
|
||||||
|
phase: TEST
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "loss"
|
||||||
|
type: "SoftmaxWithLoss"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "loss"
|
||||||
|
}
|
||||||
810
cars/90.5.5/test.txt
Normal file
810
cars/90.5.5/test.txt
Normal file
@ -0,0 +1,810 @@
|
|||||||
|
/scratch/Teaching/cars/car_ims/013732.jpg 166
|
||||||
|
/scratch/Teaching/cars/car_ims/003432.jpg 42
|
||||||
|
/scratch/Teaching/cars/car_ims/013717.jpg 166
|
||||||
|
/scratch/Teaching/cars/car_ims/000855.jpg 10
|
||||||
|
/scratch/Teaching/cars/car_ims/006513.jpg 79
|
||||||
|
/scratch/Teaching/cars/car_ims/013932.jpg 169
|
||||||
|
/scratch/Teaching/cars/car_ims/009122.jpg 111
|
||||||
|
/scratch/Teaching/cars/car_ims/000662.jpg 8
|
||||||
|
/scratch/Teaching/cars/car_ims/003976.jpg 49
|
||||||
|
/scratch/Teaching/cars/car_ims/014696.jpg 178
|
||||||
|
/scratch/Teaching/cars/car_ims/003651.jpg 45
|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/010146.jpg 122
|
||||||
|
/scratch/Teaching/cars/car_ims/010257.jpg 123
|
||||||
|
/scratch/Teaching/cars/car_ims/006353.jpg 78
|
||||||
|
/scratch/Teaching/cars/car_ims/010058.jpg 118
|
||||||
|
/scratch/Teaching/cars/car_ims/015452.jpg 187
|
||||||
|
/scratch/Teaching/cars/car_ims/009639.jpg 117
|
||||||
|
/scratch/Teaching/cars/car_ims/014043.jpg 170
|
||||||
|
/scratch/Teaching/cars/car_ims/002555.jpg 31
|
||||||
|
/scratch/Teaching/cars/car_ims/001679.jpg 20
|
||||||
|
/scratch/Teaching/cars/car_ims/004350.jpg 53
|
||||||
|
/scratch/Teaching/cars/car_ims/002570.jpg 31
|
||||||
|
/scratch/Teaching/cars/car_ims/005453.jpg 67
|
||||||
|
/scratch/Teaching/cars/car_ims/006417.jpg 78
|
||||||
|
/scratch/Teaching/cars/car_ims/015995.jpg 193
|
||||||
|
/scratch/Teaching/cars/car_ims/009234.jpg 112
|
||||||
|
/scratch/Teaching/cars/car_ims/012002.jpg 145
|
||||||
|
/scratch/Teaching/cars/car_ims/010556.jpg 127
|
||||||
|
/scratch/Teaching/cars/car_ims/007628.jpg 93
|
||||||
|
/scratch/Teaching/cars/car_ims/000854.jpg 10
|
||||||
|
/scratch/Teaching/cars/car_ims/008292.jpg 101
|
||||||
|
/scratch/Teaching/cars/car_ims/009789.jpg 119
|
||||||
|
/scratch/Teaching/cars/car_ims/003666.jpg 45
|
||||||
|
/scratch/Teaching/cars/car_ims/010406.jpg 125
|
||||||
|
/scratch/Teaching/cars/car_ims/003443.jpg 42
|
||||||
|
/scratch/Teaching/cars/car_ims/010342.jpg 124
|
||||||
|
/scratch/Teaching/cars/car_ims/002061.jpg 25
|
||||||
|
/scratch/Teaching/cars/car_ims/015052.jpg 182
|
||||||
|
/scratch/Teaching/cars/car_ims/012939.jpg 157
|
||||||
|
/scratch/Teaching/cars/car_ims/008582.jpg 104
|
||||||
|
/scratch/Teaching/cars/car_ims/008559.jpg 104
|
||||||
|
/scratch/Teaching/cars/car_ims/007357.jpg 89
|
||||||
|
/scratch/Teaching/cars/car_ims/002666.jpg 32
|
||||||
|
/scratch/Teaching/cars/car_ims/004012.jpg 49
|
||||||
|
/scratch/Teaching/cars/car_ims/001421.jpg 17
|
||||||
|
/scratch/Teaching/cars/car_ims/000700.jpg 8
|
||||||
|
/scratch/Teaching/cars/car_ims/004259.jpg 52
|
||||||
|
/scratch/Teaching/cars/car_ims/008824.jpg 107
|
||||||
|
/scratch/Teaching/cars/car_ims/012415.jpg 150
|
||||||
|
/scratch/Teaching/cars/car_ims/014671.jpg 178
|
||||||
|
/scratch/Teaching/cars/car_ims/004684.jpg 57
|
||||||
|
/scratch/Teaching/cars/car_ims/010141.jpg 122
|
||||||
|
/scratch/Teaching/cars/car_ims/008818.jpg 107
|
||||||
|
/scratch/Teaching/cars/car_ims/009171.jpg 111
|
||||||
|
/scratch/Teaching/cars/car_ims/003922.jpg 48
|
||||||
|
/scratch/Teaching/cars/car_ims/011664.jpg 141
|
||||||
|
/scratch/Teaching/cars/car_ims/011444.jpg 138
|
||||||
|
/scratch/Teaching/cars/car_ims/012887.jpg 156
|
||||||
|
/scratch/Teaching/cars/car_ims/013452.jpg 163
|
||||||
|
/scratch/Teaching/cars/car_ims/006813.jpg 83
|
||||||
|
/scratch/Teaching/cars/car_ims/000559.jpg 6
|
||||||
|
/scratch/Teaching/cars/car_ims/012942.jpg 157
|
||||||
|
/scratch/Teaching/cars/car_ims/006178.jpg 75
|
||||||
|
/scratch/Teaching/cars/car_ims/011945.jpg 145
|
||||||
|
/scratch/Teaching/cars/car_ims/015512.jpg 188
|
||||||
|
/scratch/Teaching/cars/car_ims/006994.jpg 85
|
||||||
|
/scratch/Teaching/cars/car_ims/010592.jpg 127
|
||||||
|
/scratch/Teaching/cars/car_ims/001756.jpg 21
|
||||||
|
/scratch/Teaching/cars/car_ims/011415.jpg 138
|
||||||
|
/scratch/Teaching/cars/car_ims/005608.jpg 69
|
||||||
|
/scratch/Teaching/cars/car_ims/009920.jpg 120
|
||||||
|
/scratch/Teaching/cars/car_ims/010178.jpg 122
|
||||||
|
/scratch/Teaching/cars/car_ims/005798.jpg 71
|
||||||
|
/scratch/Teaching/cars/car_ims/004550.jpg 55
|
||||||
|
/scratch/Teaching/cars/car_ims/002643.jpg 32
|
||||||
|
/scratch/Teaching/cars/car_ims/002031.jpg 24
|
||||||
|
/scratch/Teaching/cars/car_ims/005480.jpg 67
|
||||||
|
/scratch/Teaching/cars/car_ims/000366.jpg 4
|
||||||
|
/scratch/Teaching/cars/car_ims/009205.jpg 112
|
||||||
|
/scratch/Teaching/cars/car_ims/015986.jpg 193
|
||||||
|
/scratch/Teaching/cars/car_ims/002585.jpg 31
|
||||||
|
/scratch/Teaching/cars/car_ims/011047.jpg 133
|
||||||
|
/scratch/Teaching/cars/car_ims/010238.jpg 123
|
||||||
|
/scratch/Teaching/cars/car_ims/003994.jpg 49
|
||||||
|
/scratch/Teaching/cars/car_ims/015211.jpg 184
|
||||||
|
/scratch/Teaching/cars/car_ims/003656.jpg 45
|
||||||
|
/scratch/Teaching/cars/car_ims/000657.jpg 7
|
||||||
|
/scratch/Teaching/cars/car_ims/015646.jpg 189
|
||||||
|
/scratch/Teaching/cars/car_ims/016094.jpg 194
|
||||||
|
/scratch/Teaching/cars/car_ims/010810.jpg 130
|
||||||
|
/scratch/Teaching/cars/car_ims/000661.jpg 7
|
||||||
|
/scratch/Teaching/cars/car_ims/002625.jpg 32
|
||||||
|
/scratch/Teaching/cars/car_ims/013455.jpg 163
|
||||||
|
/scratch/Teaching/cars/car_ims/013355.jpg 162
|
||||||
|
/scratch/Teaching/cars/car_ims/004964.jpg 60
|
||||||
|
/scratch/Teaching/cars/car_ims/007855.jpg 95
|
||||||
|
/scratch/Teaching/cars/car_ims/003257.jpg 39
|
||||||
|
/scratch/Teaching/cars/car_ims/003902.jpg 48
|
||||||
|
/scratch/Teaching/cars/car_ims/008958.jpg 109
|
||||||
|
/scratch/Teaching/cars/car_ims/003322.jpg 40
|
||||||
|
/scratch/Teaching/cars/car_ims/011520.jpg 139
|
||||||
|
/scratch/Teaching/cars/car_ims/015443.jpg 187
|
||||||
|
/scratch/Teaching/cars/car_ims/012938.jpg 157
|
||||||
|
/scratch/Teaching/cars/car_ims/002045.jpg 24
|
||||||
|
/scratch/Teaching/cars/car_ims/014333.jpg 173
|
||||||
|
/scratch/Teaching/cars/car_ims/003317.jpg 40
|
||||||
|
/scratch/Teaching/cars/car_ims/008522.jpg 104
|
||||||
|
/scratch/Teaching/cars/car_ims/005029.jpg 61
|
||||||
|
/scratch/Teaching/cars/car_ims/003842.jpg 47
|
||||||
|
/scratch/Teaching/cars/car_ims/007993.jpg 97
|
||||||
|
/scratch/Teaching/cars/car_ims/007828.jpg 95
|
||||||
|
/scratch/Teaching/cars/car_ims/000938.jpg 11
|
||||||
|
/scratch/Teaching/cars/car_ims/004274.jpg 52
|
||||||
|
/scratch/Teaching/cars/car_ims/012513.jpg 151
|
||||||
|
/scratch/Teaching/cars/car_ims/000326.jpg 4
|
||||||
|
/scratch/Teaching/cars/car_ims/003439.jpg 42
|
||||||
|
/scratch/Teaching/cars/car_ims/006372.jpg 78
|
||||||
|
/scratch/Teaching/cars/car_ims/014288.jpg 173
|
||||||
|
/scratch/Teaching/cars/car_ims/000103.jpg 1
|
||||||
|
/scratch/Teaching/cars/car_ims/011274.jpg 136
|
||||||
|
/scratch/Teaching/cars/car_ims/008817.jpg 107
|
||||||
|
/scratch/Teaching/cars/car_ims/012545.jpg 152
|
||||||
|
/scratch/Teaching/cars/car_ims/007312.jpg 89
|
||||||
|
/scratch/Teaching/cars/car_ims/000877.jpg 10
|
||||||
|
/scratch/Teaching/cars/car_ims/004623.jpg 56
|
||||||
|
/scratch/Teaching/cars/car_ims/005507.jpg 67
|
||||||
|
/scratch/Teaching/cars/car_ims/004966.jpg 60
|
||||||
|
/scratch/Teaching/cars/car_ims/003290.jpg 40
|
||||||
|
/scratch/Teaching/cars/car_ims/005634.jpg 69
|
||||||
|
/scratch/Teaching/cars/car_ims/007448.jpg 90
|
||||||
|
/scratch/Teaching/cars/car_ims/006784.jpg 82
|
||||||
|
/scratch/Teaching/cars/car_ims/006668.jpg 81
|
||||||
|
/scratch/Teaching/cars/car_ims/014457.jpg 175
|
||||||
|
/scratch/Teaching/cars/car_ims/011181.jpg 135
|
||||||
|
/scratch/Teaching/cars/car_ims/003581.jpg 43
|
||||||
|
/scratch/Teaching/cars/car_ims/002347.jpg 28
|
||||||
|
/scratch/Teaching/cars/car_ims/012411.jpg 150
|
||||||
|
/scratch/Teaching/cars/car_ims/010704.jpg 129
|
||||||
|
/scratch/Teaching/cars/car_ims/006107.jpg 75
|
||||||
|
/scratch/Teaching/cars/car_ims/015936.jpg 193
|
||||||
|
/scratch/Teaching/cars/car_ims/013451.jpg 163
|
||||||
|
/scratch/Teaching/cars/car_ims/003614.jpg 44
|
||||||
|
/scratch/Teaching/cars/car_ims/007272.jpg 88
|
||||||
|
/scratch/Teaching/cars/car_ims/002665.jpg 32
|
||||||
|
/scratch/Teaching/cars/car_ims/009862.jpg 120
|
||||||
|
/scratch/Teaching/cars/car_ims/012651.jpg 153
|
||||||
|
/scratch/Teaching/cars/car_ims/011720.jpg 142
|
||||||
|
/scratch/Teaching/cars/car_ims/006985.jpg 85
|
||||||
|
/scratch/Teaching/cars/car_ims/006647.jpg 81
|
||||||
|
/scratch/Teaching/cars/car_ims/014303.jpg 173
|
||||||
|
/scratch/Teaching/cars/car_ims/007990.jpg 97
|
||||||
|
/scratch/Teaching/cars/car_ims/000552.jpg 6
|
||||||
|
/scratch/Teaching/cars/car_ims/009913.jpg 120
|
||||||
|
/scratch/Teaching/cars/car_ims/007540.jpg 91
|
||||||
|
/scratch/Teaching/cars/car_ims/012268.jpg 148
|
||||||
|
/scratch/Teaching/cars/car_ims/001230.jpg 15
|
||||||
|
/scratch/Teaching/cars/car_ims/012155.jpg 147
|
||||||
|
/scratch/Teaching/cars/car_ims/000155.jpg 2
|
||||||
|
/scratch/Teaching/cars/car_ims/015559.jpg 188
|
||||||
|
/scratch/Teaching/cars/car_ims/010597.jpg 128
|
||||||
|
/scratch/Teaching/cars/car_ims/008018.jpg 97
|
||||||
|
/scratch/Teaching/cars/car_ims/011561.jpg 140
|
||||||
|
/scratch/Teaching/cars/car_ims/014628.jpg 177
|
||||||
|
/scratch/Teaching/cars/car_ims/015185.jpg 184
|
||||||
|
/scratch/Teaching/cars/car_ims/006028.jpg 74
|
||||||
|
/scratch/Teaching/cars/car_ims/008838.jpg 107
|
||||||
|
/scratch/Teaching/cars/car_ims/005181.jpg 63
|
||||||
|
/scratch/Teaching/cars/car_ims/000401.jpg 4
|
||||||
|
/scratch/Teaching/cars/car_ims/000520.jpg 6
|
||||||
|
/scratch/Teaching/cars/car_ims/003020.jpg 36
|
||||||
|
/scratch/Teaching/cars/car_ims/011180.jpg 135
|
||||||
|
/scratch/Teaching/cars/car_ims/012061.jpg 146
|
||||||
|
/scratch/Teaching/cars/car_ims/003993.jpg 49
|
||||||
|
/scratch/Teaching/cars/car_ims/015280.jpg 185
|
||||||
|
/scratch/Teaching/cars/car_ims/003806.jpg 47
|
||||||
|
/scratch/Teaching/cars/car_ims/006597.jpg 80
|
||||||
|
/scratch/Teaching/cars/car_ims/015331.jpg 186
|
||||||
|
/scratch/Teaching/cars/car_ims/008752.jpg 106
|
||||||
|
/scratch/Teaching/cars/car_ims/009055.jpg 110
|
||||||
|
/scratch/Teaching/cars/car_ims/004685.jpg 57
|
||||||
|
/scratch/Teaching/cars/car_ims/013934.jpg 169
|
||||||
|
/scratch/Teaching/cars/car_ims/007844.jpg 95
|
||||||
|
/scratch/Teaching/cars/car_ims/011019.jpg 133
|
||||||
|
/scratch/Teaching/cars/car_ims/009903.jpg 120
|
||||||
|
/scratch/Teaching/cars/car_ims/013801.jpg 167
|
||||||
|
/scratch/Teaching/cars/car_ims/015092.jpg 182
|
||||||
|
/scratch/Teaching/cars/car_ims/014192.jpg 172
|
||||||
|
/scratch/Teaching/cars/car_ims/014078.jpg 170
|
||||||
|
/scratch/Teaching/cars/car_ims/008877.jpg 108
|
||||||
|
/scratch/Teaching/cars/car_ims/011154.jpg 134
|
||||||
|
/scratch/Teaching/cars/car_ims/003757.jpg 46
|
||||||
|
/scratch/Teaching/cars/car_ims/008257.jpg 100
|
||||||
|
/scratch/Teaching/cars/car_ims/007673.jpg 93
|
||||||
|
/scratch/Teaching/cars/car_ims/015359.jpg 186
|
||||||
|
/scratch/Teaching/cars/car_ims/006741.jpg 82
|
||||||
|
/scratch/Teaching/cars/car_ims/007891.jpg 96
|
||||||
|
/scratch/Teaching/cars/car_ims/008304.jpg 101
|
||||||
|
/scratch/Teaching/cars/car_ims/006669.jpg 81
|
||||||
|
/scratch/Teaching/cars/car_ims/005133.jpg 63
|
||||||
|
/scratch/Teaching/cars/car_ims/014121.jpg 171
|
||||||
|
/scratch/Teaching/cars/car_ims/004677.jpg 57
|
||||||
|
/scratch/Teaching/cars/car_ims/004716.jpg 57
|
||||||
|
/scratch/Teaching/cars/car_ims/000945.jpg 11
|
||||||
|
/scratch/Teaching/cars/car_ims/005708.jpg 70
|
||||||
|
/scratch/Teaching/cars/car_ims/002126.jpg 26
|
||||||
|
/scratch/Teaching/cars/car_ims/002108.jpg 25
|
||||||
|
/scratch/Teaching/cars/car_ims/009359.jpg 113
|
||||||
|
/scratch/Teaching/cars/car_ims/000978.jpg 12
|
||||||
|
/scratch/Teaching/cars/car_ims/005809.jpg 71
|
||||||
|
/scratch/Teaching/cars/car_ims/011135.jpg 134
|
||||||
|
/scratch/Teaching/cars/car_ims/008927.jpg 108
|
||||||
|
/scratch/Teaching/cars/car_ims/011168.jpg 135
|
||||||
|
/scratch/Teaching/cars/car_ims/012821.jpg 155
|
||||||
|
/scratch/Teaching/cars/car_ims/012510.jpg 151
|
||||||
|
/scratch/Teaching/cars/car_ims/011813.jpg 143
|
||||||
|
/scratch/Teaching/cars/car_ims/001671.jpg 20
|
||||||
|
/scratch/Teaching/cars/car_ims/006710.jpg 82
|
||||||
|
/scratch/Teaching/cars/car_ims/014923.jpg 181
|
||||||
|
/scratch/Teaching/cars/car_ims/008861.jpg 108
|
||||||
|
/scratch/Teaching/cars/car_ims/012379.jpg 150
|
||||||
|
/scratch/Teaching/cars/car_ims/000863.jpg 10
|
||||||
|
/scratch/Teaching/cars/car_ims/003840.jpg 47
|
||||||
|
/scratch/Teaching/cars/car_ims/004670.jpg 57
|
||||||
|
/scratch/Teaching/cars/car_ims/010720.jpg 129
|
||||||
|
/scratch/Teaching/cars/car_ims/012567.jpg 152
|
||||||
|
/scratch/Teaching/cars/car_ims/008549.jpg 104
|
||||||
|
/scratch/Teaching/cars/car_ims/007429.jpg 90
|
||||||
|
/scratch/Teaching/cars/car_ims/003756.jpg 46
|
||||||
|
/scratch/Teaching/cars/car_ims/010408.jpg 125
|
||||||
|
/scratch/Teaching/cars/car_ims/012582.jpg 152
|
||||||
|
/scratch/Teaching/cars/car_ims/001825.jpg 22
|
||||||
|
/scratch/Teaching/cars/car_ims/000762.jpg 9
|
||||||
|
/scratch/Teaching/cars/car_ims/004485.jpg 55
|
||||||
|
/scratch/Teaching/cars/car_ims/013753.jpg 166
|
||||||
|
/scratch/Teaching/cars/car_ims/010711.jpg 129
|
||||||
|
/scratch/Teaching/cars/car_ims/010006.jpg 121
|
||||||
|
/scratch/Teaching/cars/car_ims/000253.jpg 3
|
||||||
|
/scratch/Teaching/cars/car_ims/003549.jpg 43
|
||||||
|
/scratch/Teaching/cars/car_ims/009828.jpg 119
|
||||||
|
/scratch/Teaching/cars/car_ims/002816.jpg 34
|
||||||
|
/scratch/Teaching/cars/car_ims/002176.jpg 26
|
||||||
|
/scratch/Teaching/cars/car_ims/006264.jpg 76
|
||||||
|
/scratch/Teaching/cars/car_ims/007496.jpg 91
|
||||||
|
/scratch/Teaching/cars/car_ims/000032.jpg 0
|
||||||
|
/scratch/Teaching/cars/car_ims/015548.jpg 188
|
||||||
|
/scratch/Teaching/cars/car_ims/011972.jpg 145
|
||||||
|
/scratch/Teaching/cars/car_ims/002026.jpg 24
|
||||||
|
/scratch/Teaching/cars/car_ims/001804.jpg 21
|
||||||
|
/scratch/Teaching/cars/car_ims/013410.jpg 163
|
||||||
|
/scratch/Teaching/cars/car_ims/013072.jpg 159
|
||||||
|
/scratch/Teaching/cars/car_ims/005154.jpg 63
|
||||||
|
/scratch/Teaching/cars/car_ims/015438.jpg 187
|
||||||
|
/scratch/Teaching/cars/car_ims/000442.jpg 5
|
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14566
cars/90.5.5/train.txt
Normal file
14566
cars/90.5.5/train.txt
Normal file
File diff suppressed because it is too large
Load Diff
809
cars/90.5.5/val.txt
Normal file
809
cars/90.5.5/val.txt
Normal file
@ -0,0 +1,809 @@
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
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|
||||||
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|
||||||
|
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|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
/scratch/Teaching/cars/car_ims/001386.jpg 17
|
||||||
383
models/alexnet-template.prototxt
Normal file
383
models/alexnet-template.prototxt
Normal file
@ -0,0 +1,383 @@
|
|||||||
|
# AlexNet
|
||||||
|
name: "AlexNet"
|
||||||
|
layer {
|
||||||
|
name: "train-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
transform_param {
|
||||||
|
mirror: true
|
||||||
|
crop_size: 227
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
batch_size: 128
|
||||||
|
}
|
||||||
|
include { stage: "train" }
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "val-data"
|
||||||
|
type: "Data"
|
||||||
|
top: "data"
|
||||||
|
top: "label"
|
||||||
|
transform_param {
|
||||||
|
crop_size: 227
|
||||||
|
}
|
||||||
|
data_param {
|
||||||
|
batch_size: 32
|
||||||
|
}
|
||||||
|
include { stage: "val" }
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv1"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "data"
|
||||||
|
top: "conv1"
|
||||||
|
param {
|
||||||
|
lr_mult: 1
|
||||||
|
decay_mult: 1
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2
|
||||||
|
decay_mult: 0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 96
|
||||||
|
kernel_size: 11
|
||||||
|
stride: 4
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.01
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu1"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "conv1"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm1"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv1"
|
||||||
|
top: "norm1"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 0.0001
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool1"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm1"
|
||||||
|
top: "pool1"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv2"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool1"
|
||||||
|
top: "conv2"
|
||||||
|
param {
|
||||||
|
lr_mult: 1
|
||||||
|
decay_mult: 1
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2
|
||||||
|
decay_mult: 0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 2
|
||||||
|
kernel_size: 5
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.01
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu2"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "conv2"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "norm2"
|
||||||
|
type: "LRN"
|
||||||
|
bottom: "conv2"
|
||||||
|
top: "norm2"
|
||||||
|
lrn_param {
|
||||||
|
local_size: 5
|
||||||
|
alpha: 0.0001
|
||||||
|
beta: 0.75
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool2"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "norm2"
|
||||||
|
top: "pool2"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv3"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "pool2"
|
||||||
|
top: "conv3"
|
||||||
|
param {
|
||||||
|
lr_mult: 1
|
||||||
|
decay_mult: 1
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2
|
||||||
|
decay_mult: 0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.01
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu3"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv3"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv4"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv3"
|
||||||
|
top: "conv4"
|
||||||
|
param {
|
||||||
|
lr_mult: 1
|
||||||
|
decay_mult: 1
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2
|
||||||
|
decay_mult: 0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 384
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.01
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu4"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv4"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "conv5"
|
||||||
|
type: "Convolution"
|
||||||
|
bottom: "conv4"
|
||||||
|
top: "conv5"
|
||||||
|
param {
|
||||||
|
lr_mult: 1
|
||||||
|
decay_mult: 1
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2
|
||||||
|
decay_mult: 0
|
||||||
|
}
|
||||||
|
convolution_param {
|
||||||
|
num_output: 256
|
||||||
|
pad: 1
|
||||||
|
kernel_size: 3
|
||||||
|
group: 2
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.01
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu5"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "conv5"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "pool5"
|
||||||
|
type: "Pooling"
|
||||||
|
bottom: "conv5"
|
||||||
|
top: "pool5"
|
||||||
|
pooling_param {
|
||||||
|
pool: MAX
|
||||||
|
kernel_size: 3
|
||||||
|
stride: 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc6"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "pool5"
|
||||||
|
top: "fc6"
|
||||||
|
param {
|
||||||
|
lr_mult: 1
|
||||||
|
decay_mult: 1
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2
|
||||||
|
decay_mult: 0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.005
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu6"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop6"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc6"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc7"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc6"
|
||||||
|
top: "fc7"
|
||||||
|
param {
|
||||||
|
lr_mult: 1
|
||||||
|
decay_mult: 1
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2
|
||||||
|
decay_mult: 0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
num_output: 4096
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.005
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0.1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "relu7"
|
||||||
|
type: "ReLU"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "drop7"
|
||||||
|
type: "Dropout"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc7"
|
||||||
|
dropout_param {
|
||||||
|
dropout_ratio: 0.5
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "fc8"
|
||||||
|
type: "InnerProduct"
|
||||||
|
bottom: "fc7"
|
||||||
|
top: "fc8"
|
||||||
|
param {
|
||||||
|
lr_mult: 1
|
||||||
|
decay_mult: 1
|
||||||
|
}
|
||||||
|
param {
|
||||||
|
lr_mult: 2
|
||||||
|
decay_mult: 0
|
||||||
|
}
|
||||||
|
inner_product_param {
|
||||||
|
# Since num_output is unset, DIGITS will automatically set it to the
|
||||||
|
# number of classes in your dataset.
|
||||||
|
# Uncomment this line to set it explicitly:
|
||||||
|
#num_output: 1000
|
||||||
|
weight_filler {
|
||||||
|
type: "gaussian"
|
||||||
|
std: 0.01
|
||||||
|
}
|
||||||
|
bias_filler {
|
||||||
|
type: "constant"
|
||||||
|
value: 0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "accuracy"
|
||||||
|
type: "Accuracy"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "accuracy"
|
||||||
|
include { stage: "val" }
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "loss"
|
||||||
|
type: "SoftmaxWithLoss"
|
||||||
|
bottom: "fc8"
|
||||||
|
bottom: "label"
|
||||||
|
top: "loss"
|
||||||
|
exclude { stage: "deploy" }
|
||||||
|
}
|
||||||
|
layer {
|
||||||
|
name: "softmax"
|
||||||
|
type: "Softmax"
|
||||||
|
bottom: "fc8"
|
||||||
|
top: "softmax"
|
||||||
|
include { stage: "deploy" }
|
||||||
|
}
|
||||||
6
split.py
6
split.py
@ -22,9 +22,9 @@ def main(path, TRAINPERC, VALIDPERC):
|
|||||||
valid=open(join(path, VALIDFILE),'w')
|
valid=open(join(path, VALIDFILE),'w')
|
||||||
test=open(join(path, TESTFILE),'w')
|
test=open(join(path, TESTFILE),'w')
|
||||||
|
|
||||||
count=len(data)
|
count=len(data) # number of images
|
||||||
cumlvalid=int(TRAINPERC*count)
|
cumlvalid=int(TRAINPERC*count) # number of training images
|
||||||
cumltest=cumlvalid+int(VALIDPERC*count)
|
cumltest=cumlvalid+int(VALIDPERC*count) # no. of training + validation images
|
||||||
|
|
||||||
print("Total records = %d" % count)
|
print("Total records = %d" % count)
|
||||||
print("Train %d%% = %d" % (round(TRAINPERC*100), cumlvalid) )
|
print("Train %d%% = %d" % (round(TRAINPERC*100), cumlvalid) )
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user