Table 1.
Frequently applied GAN architectures in neuroimaging. Publications are ordered by year in ascending order.
| Publication | Highlights |
|---|---|
| GAN (Goodfellow et al., 2014) | Original GAN |
| CGAN (Mirza and Osindero, 2014) | Conditional GAN |
| InfoGAN (Chen et al., 2016) | Interpretable representation learning |
| CycleGAN (Zhu et al., 2017) | Unpaired image-to-image translation |
| WGAN (Gulrajani et al., 2017) | Wasserstein GAN |
| PGGAN (Karras et al., 2018) | Progressive growing GAN |
| MUNIT (Huang et al., 2018) | Multi-modal unsupervised image-to-image translation |
| SAGAN (Zhang et al., 2019a) | Self-attention GAN |
| ClusterGAN (Mukherjee et al., 2019) | Clustering GAN |
| Rev-GAN (van der Ouderaa and Worrall, 2019) | Reversible GAN |
| StyleGAN (Karras et al., 2019) | Style-transfer GAN |