stem/AI/Neural Networks/CNN/FCN/FlowNet.md
andy 7052c8c915 vault backup: 2023-05-26 18:52:08
Affected files:
.obsidian/graph.json
.obsidian/workspace.json
STEM/AI/Neural Networks/CNN/FCN/FCN.md
STEM/AI/Neural Networks/CNN/FCN/FlowNet.md
STEM/AI/Neural Networks/CNN/FCN/Super-Resolution.md
STEM/AI/Neural Networks/CNN/GAN/CycleGAN.md
STEM/AI/Neural Networks/CNN/GAN/DC-GAN.md
STEM/AI/Neural Networks/CNN/GAN/GAN.md
STEM/AI/Neural Networks/CNN/GAN/cGAN.md
STEM/AI/Neural Networks/CNN/Interpretation.md
STEM/AI/Neural Networks/CNN/UpConv.md
STEM/img/am-process.png
STEM/img/am.png
STEM/img/fcn-arch.png
STEM/img/fcn-eval.png
STEM/img/fcn-uses.png
STEM/img/flownet-encode.png
STEM/img/flownet-training.png
STEM/img/flownet-upconv.png
STEM/img/flownet.png
STEM/img/super-res.png
STEM/img/superres-results.png
2023-05-26 18:52:08 +01:00

480 B

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