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UNIT -Deng

  1. 1. Paper Reading: Unsupervised Image-to-Image Translation Networks (NIPS 2017) Weijian Deng University of Chinese Academy of Sciences (UCAS)
  2. 2. Domain X1 Domain X2 Unsupervised (Unpaired) Image-to-Image Translation Additional assumptions: shared-latent space assumption
  3. 3. Shared-latent space assumption
  4. 4. VAE-GAN Anders Boesen Lindbo Larsen, et.al Autoencoding beyond pixels using a learned similarity metric. ICML 2016
  5. 5. Shared-latent space assumption M.-Y. Liu and O. Tuzel. Coupled generative adversarial networks. Advances in Neural Information Processing Systems, 2016
  6. 6. Shared-latent space assumption VAE
  7. 7. Shared-latent space assumption 1 2 3
  8. 8. Domain Adaptation C M.-Y. Liu and O. Tuzel. Coupled generative adversarial networks. Advances in Neural Information Processing Systems, 2016
  9. 9. Domain Adaptation
  10. 10. Thanks

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