Methods › Computer Vision › Generative Adversarial Networks
Generative Adversarial Networks
The archive attaches this collection's text per method and the copies differ: 2 distinct texts across 32 of the 35 methods here. All are shown, most-carried first (a tie goes to the text carrying Papers with Code's collection boilerplate, then to the longer text); no vote is taken between them.
Text 1, carried by 19 of 35 methods:
Generative Adversarial Networks (GANs) are a type of generative model that use two networks, a generator to generate images and a discriminator to discriminate between real and fake, to train a model that approximates the distribution of the data. Below you can find a continuously updating list of GANs.
Text 2, carried by 13 of 35 methods:
Generative Models aim to model data generatively (rather than discriminatively), that is they aim to approximate the probability distribution of the data. Below you can find a continuously updating list of generative models for computer vision.
Methods
All 35 methods in this collection, most-tagged first. Year is the archive's introduced_year; the archive stores 2000 when it has none, shown here as “–”. Papers counts distinct papers the archive tags with the method. Click a heading to sort.
| SAGAN Self-Attention GAN | – | 138 |
| BigGAN | – | 103 |
| WGAN Wasserstein GAN | – | 95 |
| StyleGAN2 | – | 49 |
| InfoGAN | – | 35 |
| HiFi-GAN | – | 33 |
| SRGAN | – | 29 |
| LSGAN | – | 18 |
| BiGAN Bidirectional GAN | – | 15 |
| SNGAN Spectrally Normalised GAN | – | 12 |
| Style Transfer Module | – | 12 |
| BigGAN-deep | – | 11 |
| WGAN GP Wasserstein GAN (Gradient Penalty) | – | 11 |
| LOGAN | – | 6 |
| Relativistic GAN | – | 6 |
| LAPGAN | – | 5 |
| BigBiGAN | – | 4 |
| DE-GAN DE-GAN: A Conditional Generative Adversarial Network for Document Enhancement | – | 4 |
| ACGPN Adaptive Content Generating and Preserving Network | – | 3 |
| CS-GAN | – | 3 |
| Anycost GAN | – | 2 |
| CTAB-GAN | – | 2 |
| LipGAN | – | 2 |
| MSGAN Multi-source Sentiment Generative Adversarial Network | – | 2 |
| U-Net GAN U-Net Generative Adversarial Network | – | 2 |
| ALIS Aligning Latent and Image Spaces | – | 1 |
| Attentional Liquid Warping GAN | – | 1 |
| DU-GAN | – | 1 |
| DVD-GAN | – | 1 |
| Outlier Generation Outlier Generation in Tabular Data | – | 1 |
| PSFR-GAN | – | 1 |
| PresGAN Prescribed Generative Adversarial Network | – | 1 |
| PrivacyNet | – | 1 |
| StyleMapGAN | – | 1 |
| StyleSwin StyleSwin: Transformer-based GAN for High-resolution Image Generation | – | 1 |