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CycleGAN Paper Walkthrough

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Published on 12/15/22 / In How-to & Learning

I was inspired to make these videos by this specialization: https://bit.ly/3SqLuA6

Full title: Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks
Paper link: https://arxiv.org/abs/1703.10593

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Timestamps:
0:00 - Introduction
1:06 - Sneak peak
2:00 - Problem statement
4:30 - Training setup & Cycle Consistency
7:16 - Loss
9:20 - Network architecture
13:15 - Identity loss
14:44 - Limitations of CycleGAN
16:08 - Implementation details
19:10 - Ending

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