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]
| 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 |
Note: See [lzhbrian/image-to-image-papers] for GANs condition on image.
| Note | Model | Paper | Conference | paper link | code link |
|---|---|---|---|---|---|
| MSGAN | |||||
| ACGAN | |||||
| cGAN |
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 |
- FID Score
- Inception Score
- MNIST
- Fashion-MNIST
- ImageNet
- LSUN
- CelebA-HQ
- FFHQ
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