stem/AI/Neural Networks/CNN/GAN/CycleGAN.md
Andy Pack 6882b75949 vault backup: 2023-12-27 22:45:35
Affected files:
.obsidian/graph.json
.obsidian/workspace.json
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/StackGAN.md
STEM/AI/Neural Networks/CNN/GAN/cGAN.md
STEM/AI/Neural Networks/CV/Visual Search/Visual Search.md
Tattoo/Artists.md
Tattoo/Engineering.md
Tattoo/Flowers.md
Tattoo/Music.md
Tattoo/Plans.md
Tattoo/Sources.md
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551 B

tags
ai
media
art

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