Metric: F1 score (higher is better)
| # | Model↕ | F1 score▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DA-Net | 0.8622 | No | - | - | - |
| 2 | FSG-Net | 0.851 | No | Full-scale Representation Guided Network for Ret... | 2025-01-31 | Code |
| 3 | R2U-Net | 0.8475 | No | Recurrent Residual Convolutional Neural Network ... | 2018-02-20 | Code |
| 4 | VGN | 0.8429 | No | Deep Vessel Segmentation By Learning Graphical C... | 2018-06-06 | Code |
| 5 | Residual U-Net | 0.8388 | No | Road Extraction by Deep Residual U-Net | 2017-11-29 | Code |
| 6 | U-Net | 0.8373 | No | U-Net: Convolutional Networks for Biomedical Ima... | 2015-05-18 | Code |
| 7 | RV-GAN | 0.8323 | No | RV-GAN: Segmenting Retinal Vascular Structure in... | 2021-01-03 | Code |
| 8 | DUNet | 0.8143 | No | DUNet: A deformable network for retinal vessel s... | 2018-11-03 | - |