Optic Disc Segmentation on Refuge
98DSCMedSAM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MedSAM2026.01 | 98 | 96.1 | 5.21 | |
| RetSAMEvaluation Protocol=Finetune2026.01 | 96.7 | 93.8 | 3.27 | |
| nnU-NetAug=-2025.08 | 95.85 | — | — | |
| SAM22026.01 | 95.8 | 91.9 | 10.89 | |
| MedSAM22026.01 | 95.5 | 91.4 | 10.98 | |
| SAM32026.01 | 95.5 | 91.2 | 22.96 | |
| SAM2-UNet2026.01 | 95.1 | 90.7 | 46.7 | |
| RetFound2026.01 | 94.4 | 89.6 | 18.74 | |
| RetSAMEvaluation Protocol=Linear2026.01 | 94.1 | 89 | 5.41 | |
| TransUNetAug=Designed2025.08 | 93.76 | — | — | |
| DUNetAug=Spatial2025.08 | 93.63 | — | — | |
| FunduSegmenterAug=Designed2025.08 | 93.61 | — | — | |
| FunduSegmenterAug=None2025.08 | 92.94 | — | — | |
| FunduSegmenterAug=Spatial2025.08 | 92.91 | — | — | |
| DUNetAug=Designed2025.08 | 92.63 | — | — | |
| TransUNetAug=Spatial2025.08 | 91.94 | — | — | |
| TransUNetAug=None2025.08 | 90.73 | — | — | |
| FunduSegmenterAug=Spatial, Best step=3,9682025.08 | 89.39 | — | — | |
| DUNetAug=None2025.08 | 89.32 | — | — | |
| FunduSegmenterAug=Designed, Best step=8362025.08 | 88.64 | — | — | |
| FunduSegmenterAug=None, Best step=3982025.08 | 88.02 | — | — | |
| TransUNetAug=Designed, Best step=6222025.08 | 87.4 | — | — | |
| TransUNetAug=Spatial, Best step=4782025.08 | 87.05 | — | — | |
| Med-SAM-Adapter2026.01 | 80.6 | 70.6 | 38.38 | |
| TransUNetAug=None, Best step=1,2922025.08 | 75.74 | — | — | |
| DUNetAug=Designed, Best step=2,6002025.08 | 71.38 | — | — | |
| nnU-NetAug=-, Best step=-2025.08 | 51.4 | — | — | |
| DUNetAug=Spatial, Best step=2,4482025.08 | 46.92 | — | — | |
| DUNetAug=None, Best step=1,8622025.08 | 36.04 | — | — | |
| CADAApproach=UDA, Params=9.7M2025.12 | — | 90.44 | — | |
| CFEAApproach=UDA, Params=N/A2025.12 | — | 88.96 | — | |
| EO-ProtoSeg 10sApproach=FWS, Params=1.9M, Shots=10, Regions Density=0.502025.12 | — | 88.18 | — | |
| EO-ProtoSeg 1sApproach=FWS, Params=1.9M, Shots=1, Regions Density=0.252025.12 | — | 88.15 | — | |
| EO-ProtoSeg 5sApproach=FWS, Params=1.9M, Shots=5, Regions Density=0.252025.12 | — | 88.18 | — | |
| EO-ProtoSeg bestApproach=FWS, Params=1.9M, Selection=best2025.12 | — | 88.21 | — | |
| IOSUDAApproach=UDA, Params=42.8M2025.12 | — | 91.04 | — | |
| MERUApproach=FSS, Params=N/A2025.12 | — | 83.92 | — | |
| pOSALApproach=UDA, Params=5.8M2025.12 | — | 90.83 | — | |
| SIFAApproach=UDA, Params=43.3M2025.12 | — | 85.69 | — |