andy
236a5eac06
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
22 lines
512 B
Markdown
22 lines
512 B
Markdown
Cycle Consistent [GAN](GAN.md)
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- G
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- $x \rightarrow y$
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- F
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- $y \rightarrow x$
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- Aims to bridge gap across domains
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- Zebras-horses
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- Audi-BMW
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- Learn bidirectional mapping function
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- Transitivity regularises training
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- $x \rightarrow y'$
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- $y' \rightarrow x''$
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- $x == x''$
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- Cycle consistency
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- Requires two datasets
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- One for each domain
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- Not directly paired
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- Unlike edge map $\rightarrow$ bag
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![cyclegan](../../../../img/cyclegan.png)
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![cyclegan-results](../../../../img/cyclegan-results.png) |