README.md

Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks

Introduction

DCGAN (arXiv'2015)

@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