stem/AI/Neural Networks/CNN/GAN/cGAN.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
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Conditional GAN

  • Hard to control with Interpretation#Activation Maximisation
    • Unconditional GAN
  • Condition synthesis on a class label
  • Concatenate unconditional code with conditioning vector
    • Label
  • No longer unsupervised
    • Everything labelled
      • Fake images and dataset
    • Requires pairing

!cgan.png !cgan-example.png

Image Conditioning Vector

!icv-pos-neg-examples.png !icv-results.png

Text Encoding

  • word2vec

!word2vec.png