Vessel Segmentation on HRF
0.8389Dice ScoreSOTA (Bhati et al., 2025)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SOTA (Bhati et al., 2025)number of training images=152026.04 | 0.8389 | — | — | |
| Our (UniVG)number of training images=52026.04 | 0.8223 | — | — | |
| RetSAMEvaluation Protocol=Finetune2026.01 | 0.799 | 0.667 | 0.39 | |
| VascX2024.09 | 0.786 | — | — | |
| RetSAMEvaluation Protocol=Linear2026.01 | 0.779 | 0.64 | 0.418 | |
| MedSAMMethod Category=PFM2026.04 | 0.7784 | — | 0.8183 | |
| UniVGMethod Category=DE2026.04 | 0.7739 | — | 0.8123 | |
| SAMMethod Category=PFM2026.04 | 0.7578 | — | 0.7828 | |
| YoloCurvSegMethod Category=DE2026.04 | 0.7474 | — | 0.7796 | |
| SimCLRMethod Category=PFM2026.04 | 0.744 | — | 0.778 | |
| SAM22026.01 | 0.725 | 0.57 | 0.371 | |
| SimSiamMethod Category=PFM-V2026.04 | 0.7239 | — | 0.7615 | |
| MOCOMethod Category=PFM2026.04 | 0.7173 | — | 0.7484 | |
| SAM32026.01 | 0.717 | 0.559 | 0.361 | |
| iBOTMethod Category=PFM-V2026.04 | 0.7148 | — | 0.6983 | |
| iBOTMethod Category=PFM2026.04 | 0.7091 | — | 0.7073 | |
| SimSiamMethod Category=PFM2026.04 | 0.6997 | — | 0.7321 | |
| SAM2-UNet2026.01 | 0.699 | 0.538 | 0.351 | |
| MAEMethod Category=PFM2026.04 | 0.6903 | — | 0.7059 | |
| RetFound2026.01 | 0.576 | 0.405 | 0.549 | |
| LWNet2024.09 | 0.573 | — | — | |
| MedSAM22026.01 | 0.547 | 0.379 | 0.639 | |
| Med-SAM-Adapter2026.01 | 0.544 | 0.375 | 0.431 | |
| MedSAM2026.01 | 0.159 | 0.086 | 0.75 |