stem/AI/Neural Networks/CNN/FCN/FlowNet.md
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Affected files:
.obsidian/graph.json
.obsidian/workspace.json
STEM/AI/Neural Networks/Activation Functions.md
STEM/AI/Neural Networks/CNN/CNN.md
STEM/AI/Neural Networks/CNN/FCN/FCN.md
STEM/AI/Neural Networks/CNN/FCN/FlowNet.md
STEM/AI/Neural Networks/CNN/FCN/Highway Networks.md
STEM/AI/Neural Networks/CNN/FCN/ResNet.md
STEM/AI/Neural Networks/CNN/FCN/Skip Connections.md
STEM/AI/Neural Networks/CNN/GAN/DC-GAN.md
STEM/AI/Neural Networks/CNN/GAN/GAN.md
STEM/AI/Neural Networks/CNN/UpConv.md
STEM/img/highway-vs-residual.png
STEM/img/imagenet-error.png
STEM/img/resnet-arch.png
STEM/img/resnet-arch2.png
STEM/img/skip-connections 1.png
STEM/img/upconv-matrix-result.png
STEM/img/upconv-matrix-transposed-result.png
STEM/img/upconv-matrix.png
STEM/img/upconv-transposed-matrix.png
STEM/img/upconv.png
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Markdown

Optical Flow
- 2-Channel optical flow
- $dx,dy$
- Two consecutive frames
- 6-channel [[tensor]]
![[flownet.png]]
# [[Skip Connections]]
- Further through the network information is condensed
- Less high frequency information
- Link encoder layers to [[upconv]] layers
- Append activation maps from encoder to decoder
# Encode
![[flownet-encode.png]]
# [[Upconv]]
![[flownet-upconv.png]]
# Training
- Synthetic rendered objects
- Real background images
![[flownet-training.png]]