Metric: FID (lower is better)
| # | Model↕ | FID▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | VTGAN | 17.3 | No | VTGAN: Semi-supervised Retinal Image Synthesis a... | 2021-04-14 | Code |
| 2 | Attention2Angio w/o Perceptual Loss | 20.7 | No | Attention2AngioGAN: Synthesizing Fluorescein Ang... | 2020-07-17 | Code |
| 3 | U-GAT-IT | 24.5 | No | U-GAT-IT: Unsupervised Generative Attentional Ne... | 2019-07-25 | Code |
| 4 | Attention2Angio | 24.6 | No | Attention2AngioGAN: Synthesizing Fluorescein Ang... | 2020-07-17 | Code |
| 5 | StarGAN-v2 | 27.7 | No | StarGAN v2: Diverse Image Synthesis for Multiple... | 2019-12-04 | Code |
| 6 | Fundus2Angio | 30.3 | No | Fundus2Angio: A Conditional GAN Architecture for... | 2020-05-11 | - |
| 7 | pix2pixHD | 42.8 | No | High-Resolution Image Synthesis and Semantic Man... | 2017-11-30 | Code |
| 8 | Attention2Angio w/o Perceptual Loss + Feature Matching Loss | 47.5 | No | Attention2AngioGAN: Synthesizing Fluorescein Ang... | 2020-07-17 | Code |
| 9 | pix2pix | 48.6 | No | Image-to-Image Translation with Conditional Adve... | 2016-11-21 | Code |