stem/AI/Neural Networks/CNN/GAN/CycleGAN.md
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Affected files:
.obsidian/app.json
.obsidian/appearance.json
.obsidian/workspace.json
Money/Markets/Commodity.md
STEM/AI/Neural Networks/CNN/CNN.md
STEM/AI/Neural Networks/CNN/GAN/CycleGAN.md
STEM/AI/Neural Networks/CNN/GAN/DC-GAN.md
STEM/AI/Neural Networks/CNN/GAN/cGAN.md
STEM/AI/Neural Networks/CV/Data Manipulations.md
STEM/AI/Neural Networks/MLP/Back-Propagation.md
STEM/CS/Code Types.md
STEM/CS/Compilers.md
STEM/Quantum/Confinement.md
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512 B

Cycle Consistent GAN

  • G
    • x \rightarrow y
  • F
    • y \rightarrow x
  • Aims to bridge gap across domains
    • Zebras-horses
    • Audi-BMW
  • Learn bidirectional mapping function
  • Transitivity regularises training
  • x \rightarrow y'
    • y' \rightarrow x''
      • x == x''
      • Cycle consistency
  • Requires two datasets
    • One for each domain
    • Not directly paired
      • Unlike edge map \rightarrow bag

cyclegan cyclegan-results