XGAN: UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION FOR MANY-TO-MANY MAPPINGS

https://arxiv.org/pdf/1711.05139.pdf

Novelty

  • Unsupervise
  • Two domain share the same latent space
  • predict class at encoder

Problem

  • Only two domains at a time, need to train new model for new domain

Structure

XGAN: UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION FOR MANY-TO-MANY MAPPINGS_第1张图片
Structure.png

Loss

Loss.png

Dataset

Self-created CartoonSet dataset

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