Optic Cup Segmentation on Refuge
96.3DSCMedSAM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedSAM2026.01 | 96.3 | 93 | 4.68 | |
| RetSAMEvaluation Protocol=Finetune2026.01 | 91.9 | 85.3 | 3.79 | |
| FunduSegmenterAug=Spatial2025.08 | 87.19 | — | — | |
| SAM22026.01 | 86.9 | 77.1 | 15.56 | |
| MedSAM22026.01 | 86.2 | 76.1 | 13.9 | |
| nnU-NetAug=-2025.08 | 86.12 | — | — | |
| SAM32026.01 | 85.8 | 74.9 | 17.86 | |
| FunduSegmenterAug=Designed2025.08 | 85.78 | — | — | |
| RetFound2026.01 | 85.6 | 75.5 | 16.72 | |
| DUNetAug=Designed2025.08 | 85.32 | — | — | |
| FunduSegmenterAug=None2025.08 | 84.26 | — | — | |
| TransUNetAug=Spatial2025.08 | 83.38 | — | — | |
| SAM2-UNet2026.01 | 82.8 | 71.4 | 20.06 | |
| TransUNetAug=Designed2025.08 | 82.29 | — | — | |
| DUNetAug=Spatial2025.08 | 80.9 | — | — | |
| TransUNetAug=None2025.08 | 80.18 | — | — | |
| FunduSegmenterAug=Spatial, Best step=3,9682025.08 | 79.33 | — | — | |
| RetSAMEvaluation Protocol=Linear2026.01 | 79.3 | 67.2 | 7.72 | |
| DUNetAug=None2025.08 | 78.28 | — | — | |
| Med-SAM-Adapter2026.01 | 75.1 | 61.2 | 30.47 | |
| FunduSegmenterAug=Designed, Best step=8362025.08 | 74.69 | — | — | |
| FunduSegmenterAug=None, Best step=3982025.08 | 73.29 | — | — | |
| TransUNetAug=Spatial, Best step=4782025.08 | 71.21 | — | — | |
| TransUNetAug=Designed, Best step=6222025.08 | 66.38 | — | — | |
| DUNetAug=Designed, Best step=2,6002025.08 | 64.92 | — | — | |
| DUNetAug=Spatial, Best step=2,4482025.08 | 52.32 | — | — | |
| TransUNetAug=None, Best step=1,2922025.08 | 48.47 | — | — | |
| DUNetAug=None, Best step=1,8622025.08 | 29.59 | — | — | |
| nnU-NetAug=-, Best step=-2025.08 | 28.7 | — | — | |
| CADAApproach=UDA, Params=9.7M2025.12 | — | 77.21 | — | |
| CFEAApproach=UDA, Params=N/A2025.12 | — | 75.86 | — | |
| EO-ProtoSeg 10sApproach=FWS, Params=1.9M, Shots=10, Regions Density=0.502025.12 | — | 73.52 | — | |
| EO-ProtoSeg 1sApproach=FWS, Params=1.9M, Shots=1, Regions Density=0.252025.12 | — | 71.17 | — | |
| EO-ProtoSeg 5sApproach=FWS, Params=1.9M, Shots=5, Regions Density=0.252025.12 | — | 73.11 | — | |
| EO-ProtoSeg bestApproach=FWS, Params=1.9M, Selection=best2025.12 | — | 73.7 | — | |
| IOSUDAApproach=UDA, Params=42.8M2025.12 | — | 71.03 | — | |
| MERUApproach=FSS, Params=N/A2025.12 | — | 61.47 | — | |
| pOSALApproach=UDA, Params=5.8M2025.12 | — | 78.31 | — | |
| RDMTApproach=SSS, Params=N/A2025.12 | — | 70.93 | — | |
| SIFAApproach=UDA, Params=43.3M2025.12 | — | 69.57 | — |