stem/AI/Neural Networks/CNN/GAN/CycleGAN.md

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

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