Vessel Segmentation on FIVES
90.1Dice ScoreRetSAM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RetSAMEvaluation Protocol=Finetune2026.01 | 90.1 | 82.7 | — | 34.1 | — | — | — | — | |
| XceptionLFOR2026.06 | 89.23 | — | — | — | — | 91.53 | — | 89.23 | |
| SSU-Net2023.05 | 89.07 | 89.88 | 93.56 | — | — | — | — | — | |
| Lee's2023.05 | 88.79 | 89.7 | 93.37 | — | — | — | — | — | |
| BayesianNet2023.05 | 88.7 | 89.65 | 93.01 | — | — | — | — | — | |
| UGCPBackbone=U-Net2026.05 | 88.31 | — | — | 88.33 | 50.7 | — | — | — | |
| BaselineBackbone=U-Net2026.05 | 87.8 | — | — | 87.77 | 62.73 | — | — | — | |
| UGCPBackbone=SwinUNETR2026.05 | 87.11 | — | — | 86.54 | 58.08 | — | — | — | |
| BaselineBackbone=SwinUNETR2026.05 | 86.68 | — | — | 86.14 | 68.48 | — | — | — | |
| LightVesselNetParams (M)=0.0752026.06 | 86.49 | 76.93 | 98.3 | — | — | 86.34 | 99.12 | 86.49 | |
| SAM2-UNet2026.01 | 86.4 | 76.6 | — | 11.7 | — | — | — | — | |
| RetSAMEvaluation Protocol=Linear2026.01 | 85.4 | 75.3 | — | 32.9 | — | — | — | — | |
| Attention U-NetBackbone=ResNet101V22026.06 | 83.85 | 72.21 | 85.07 | — | — | — | — | 83.85 | |
| Attention U-NetBackbone=ResNet152V22026.06 | 83.69 | 71.99 | 83.31 | — | — | — | — | 83.69 | |
| Attention U-NetBackbone=ResNet50V22026.06 | 83.53 | 71.75 | 85.12 | — | — | — | — | 83.53 | |
| UNetParams (M)=31.032026.06 | 83.25 | 73.54 | 97.73 | — | — | 91.99 | 98.2 | 83.25 | |
| VascX2024.09 | 83.1 | — | — | — | — | — | — | — | |
| Automorph2024.09 | 82.4 | — | — | — | — | — | — | — | |
| SAM32026.01 | 81.6 | 70.4 | — | 20.5 | — | — | — | — | |
| TransUNet2023.05 | 80.81 | 83.19 | 88.18 | — | — | — | — | — | |
| IterNet2023.05 | 79.32 | 82.54 | 85.56 | — | — | — | — | — | |
| SA-UNet2023.05 | 79.15 | 82.05 | 88.27 | — | — | — | — | — | |
| UNet2023.05 | 78.99 | 82.59 | 86.05 | — | — | — | — | — | |
| RetFound2026.01 | 78.7 | 65.5 | — | 25.3 | — | — | — | — | |
| FR-UNet2023.05 | 78.47 | 82.09 | 85.51 | — | — | — | — | — | |
| SAM22026.01 | 78.1 | 65.6 | — | 24.9 | — | — | — | — | |
| Attention UNet2023.05 | 78.09 | 81.82 | 85.26 | — | — | — | — | — | |
| MedSAM22026.01 | 77.8 | 64.1 | — | 31.2 | — | — | — | — | |
| LWNet2024.09 | 75.6 | — | — | — | — | — | — | — | |
| D-LinkNet2023.05 | 73.45 | 78.03 | 82.89 | — | — | — | — | — | |
| Med-SAM-Adapter2026.01 | 71.8 | 56.3 | — | 20.2 | — | — | — | — | |
| MedSAM2026.01 | 15.7 | 8.6 | — | 94.9 | — | — | — | — |