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On Catastrophic Forgetting and Mode Collapse in GANs

Code for our paper On Catastrophic Forgetting and Mode Collapse in GANs. If you find this code useful, please cite our paper:

@article{DBLP:journals/corr/abs-1807-04015,
  author    = {Hoang Thanh{-}Tung and
               Truyen Tran and
               Svetha Venkatesh},
  title     = {On catastrophic forgetting and mode collapse in Generative Adversarial
               Networks},
  journal   = {CoRR},
  volume    = {abs/1807.04015},
  year      = {2018},
  url       = {http://arxiv.org/abs/1807.04015},
  archivePrefix = {arXiv},
  eprint    = {1807.04015},
  timestamp = {Mon, 13 Aug 2018 16:46:57 +0200},
  biburl    = {https://dblp.org/rec/bib/journals/corr/abs-1807-04015},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

Depencies:

  • Pytorch 0.4

Usage:

./runDATASET_ALGO.sh

This project shares the same code base as our project on generalization: https://github.com/htt210/GeneralizationAndStabilityInGANs

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