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Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks

Introduction

@article{radford2015unsupervised,
  title={Unsupervised representation learning with deep convolutional generative adversarial networks},
  author={Radford, Alec and Metz, Luke and Chintala, Soumith},
  journal={arXiv preprint arXiv:1511.06434},
  year={2015},
  url={https://arxiv.org/abs/1511.06434},
}

Results and models

DCGAN 64x64, CelebA-Cropped
Models Dataset SWD MS-SSIM Config Download
DCGAN 64x64 MNIST (64x64) 21.16, 4.4, 8.41/11.32 0.1395 config model | log
DCGAN 64x64 CelebA-Cropped 8.93,10.53,50.32/23.26 0.2899 config model | log
DCGAN 64x64 LSUN-Bedroom 42.79, 34.55, 98.46/58.6 0.2095 config model | log