GAN Image Synthesis Papers Collection

A collection of image synthesis using GANs. Papers are ordered in arXiv first version submitting time (if applicable). Issues, PRs, Emails, Discussions, ... are all welcomed!

[TOC]

Vanilla Image Synthesis

Note	Model	Paper	Conference	paper link	code link
	CR-GAN
	StyleGAN	A Style-Based Generator Architecture for Generative Adversarial Networks	CVPR 2019	1812.04948	NVlabs/stylegan
	BigGAN	Large Scale GAN Training for High Fidelity Natural Image Synthesis	ICLR 2019	1809.11096	tfhub, ajbrock/BigGAN-PyTorch
	SAGAN
	PGGAN
	WGAN-GP
	WGAN
	DCGAN
	GAN

Conditional GANs

Note: See [lzhbrian/image-to-image-papers] for GANs condition on image.

Note	Model	Paper	Conference	paper link	code link
	MSGAN
	ACGAN
	cGAN

GANs with Encoder

Normally GAN handles latent code -> image, these papers simultaneously handle image -> latent code.

Note	Model	Paper	Conference	paper link	code link
	BigBiGAN	Large Scale Adversarial Representation Learning	NeurIPS 2019	1907.02544	tfhub
	O-GAN	O-GAN: Extremely Concise Approach for Auto-Encoding Generative Adversarial Networks		1903.01931	bojone/o-gan
	AET	AET vs. AED: Unsupervised Representation Learning by Auto-Encoding Transformations rather than Data	CVPR 2019	1901.04596
	Texture Mixer	Texture Mixer: A Network for Controllable Synthesis and Interpolation of Texture	CVPR 2019	1901.03447
	GAIA	Generative adversarial interpolative autoencoding: adversarial training on latent space interpolations encourage convex latent distributions.		1807.06650
	IntroVAE	IntroVAE: Introspective Variational Autoencoders for Photographic Image Synthesis	NIPS 2018	1807.06358
	Pioneer Network	Pioneer Networks: Progressively Growing Generative Autoencoder	ACCV 2018	1807.03026	AaltoVision/pioneer
	AGE	It Takes (Only) Two: Adversarial Generator-Encoder Networks	AAAI 2018	1704.02304	DmitryUlyanov/AGE
	ALI	Adversarially Learned Inference	ICLR 2017	1606.00704
	BiGAN	Adversarially Feature Learning	ICLR 2017	1605.09782

Metrics

• FID Score
• Inception Score

Datasets

• MNIST
• Fashion-MNIST
• ImageNet
• LSUN
• CelebA-HQ
• FFHQ