Andy Pack
6882b75949
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
28 lines
551 B
Markdown
28 lines
551 B
Markdown
---
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tags:
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- ai
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- media
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- art
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---
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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) |