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

---
tags:
- ai
- media
- art
---
Cycle Consistent [GAN](GAN.md)
- 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](../../../../img/cyclegan.png)
![cyclegan-results](../../../../img/cyclegan-results.png)