1.
Paper Reading:
Unsupervised Image-to-Image Translation Networks (NIPS 2017)
Weijian Deng
University of Chinese Academy of Sciences (UCAS)

2.
Domain X1 Domain X2
Unsupervised (Unpaired) Image-to-Image Translation
Additional assumptions: shared-latent space assumption

3.
Shared-latent space assumption

4.
VAE-GAN
Anders Boesen Lindbo Larsen, et.al Autoencoding beyond pixels using a learned similarity metric. ICML 2016

5.
Shared-latent space assumption
M.-Y. Liu and O. Tuzel. Coupled generative adversarial networks. Advances in Neural Information Processing Systems, 2016

6.
Shared-latent space assumption
VAE

7.
Shared-latent space assumption
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2
3

8.
Domain Adaptation
C
M.-Y. Liu and O. Tuzel. Coupled generative adversarial networks. Advances in Neural Information Processing Systems, 2016

9.
Domain Adaptation

10.
Thanks