Retinal Vessel Segmentation on HRF (test)
85.98DiceLHU-VT (2025)
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LHU-VT (2025)Params (M)=19.402026.06 | 85.98 | — | — | — | — | 83.21 | 98.51 | 96.59 | 85.98 | 75.4 | 75.4 | |
| GraphSeg (2025)Params (M)=19.322026.06 | 83.89 | — | — | — | — | 81.58 | 98.07 | 95.88 | 83.89 | — | — | |
| TFFM frameworkevaluation_mode=zero-shot, backbone=EfficientNet-B02026.01 | 79.94 | 12.67 | 73.01 | 33 | 55.1 | — | — | — | — | — | — | |
| MedSAMCategory=PFM2026.04 | 77.84 | — | 81.83 | — | — | — | — | — | — | — | — | |
| UniVGCategory=DE2026.04 | 77.39 | — | 81.23 | — | — | — | — | — | — | — | — | |
| LightVesselNetParams (M)=0.0752026.06 | 76.86 | — | — | — | — | 80.96 | 97.66 | 96.34 | 76.86 | 62.7 | 62.7 | |
| SAMCategory=PFM2026.04 | 75.78 | — | 78.28 | — | — | — | — | — | — | — | — | |
| UNet (2015)Params (M)=31.032026.06 | 75.64 | — | — | — | — | 80.62 | 97.79 | 96.08 | 75.64 | 63.96 | 63.96 | |
| YoloCurvSegCategory=DE2026.04 | 74.74 | — | 77.96 | — | — | — | — | — | — | — | — | |
| SimCLRCategory=PFM2026.04 | 74.4 | — | 77.8 | — | — | — | — | — | — | — | — | |
| pFL-ResFIMBackbone=UNet2026.03 | 73.31 | — | — | — | — | — | — | — | — | — | — | |
| FedPerBackbone=UNet2026.03 | 73 | — | — | — | — | — | — | — | — | — | — | |
| FedAvgBackbone=UNet2026.03 | 72.51 | — | — | — | — | — | — | — | — | — | — | |
| SimSiamCategory=PFM-V2026.04 | 72.39 | — | 76.15 | — | — | — | — | — | — | — | — | |
| MOCOCategory=PFM2026.04 | 71.73 | — | 74.84 | — | — | — | — | — | — | — | — | |
| iBOTCategory=PFM-V2026.04 | 71.48 | — | 69.83 | — | — | — | — | — | — | — | — | |
| FedBNBackbone=UNet2026.03 | 71.35 | — | — | — | — | — | — | — | — | — | — | |
| iBOTCategory=PFM2026.04 | 70.91 | — | 70.73 | — | — | — | — | — | — | — | — | |
| SioBNBackbone=UNet2026.03 | 70.89 | — | — | — | — | — | — | — | — | — | — | |
| SimSiamCategory=PFM2026.04 | 69.97 | — | 73.21 | — | — | — | — | — | — | — | — | |
| MAECategory=PFM2026.04 | 69.03 | — | 70.59 | — | — | — | — | — | — | — | — | |
| LW U-Net + RA (2025)Params (M)=1.942026.06 | 69.02 | — | — | — | — | 81.61 | 97.07 | 84.37 | 69.02 | 52.7 | 52.7 |