Optic Cup Segmentation on Drishti-GS
94.2Dice CoefficientRetSAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RetSAMEvaluation Protocol=Finetune2026.01 | 94.2 | — | 90.8 | 4.25 | |
| FunduSegmenterAug=Spatial2025.08 | 90.92 | — | — | — | |
| FunduSegmenterAug=Designed2025.08 | 90.85 | — | — | — | |
| SAM22026.01 | 90.6 | — | 82.9 | 27.18 | |
| SAM32026.01 | 90.5 | — | 82.7 | 27.68 | |
| nnU-NetAug=-2025.08 | 90.43 | — | — | — | |
| Oracle2023.07 | 90.1 | — | — | — | |
| SAM2-UNet2026.01 | 90.1 | — | 82.5 | 28.9 | |
| Oracle2021.09 | 90.1 | — | — | — | |
| TransUNetAug=Spatial2025.08 | 89.66 | — | — | — | |
| MedSAM22026.01 | 89.6 | — | 81.5 | 27.75 | |
| DUNetAug=Designed2025.08 | 89.11 | — | — | — | |
| TransUNetAug=Designed2025.08 | 88.29 | — | — | — | |
| FunduSegmenterAug=None2025.08 | 88.24 | — | — | — | |
| RetFound2026.01 | 88 | — | 80.1 | 31.34 | |
| TransUNetAug=None2025.08 | 87.49 | — | — | — | |
| DUNetAug=Spatial2025.08 | 87.46 | — | — | — | |
| BEALsource-free=false2023.07 | 86.2 | — | — | — | |
| BEALAccess Source Data=true, Access Source Train=false2021.09 | 86.2 | — | — | — | |
| MedSAM2026.01 | 84.6 | — | 74.3 | 35.33 | |
| DUNetAug=None2025.08 | 84.35 | — | — | — | |
| CBMTsource-free=true2023.07 | 84.33 | 10.3 | — | — | |
| Med-SAM-Adapter2026.01 | 83.6 | — | 73.9 | 40.81 | |
| DPLsource-free=true2023.07 | 83.53 | 11.39 | — | — | |
| W/o DA2023.07 | 83.36 | 11.39 | — | — | |
| DAEsource-free=true2023.07 | 83.11 | 11.89 | — | — | |
| AdvEntsource-free=false2023.07 | 82.75 | 11.36 | — | — | |
| SRDAsource-free=true2023.07 | 80.67 | 13.12 | — | — | |
| RetSAMEvaluation Protocol=Linear2026.01 | 78.2 | — | 65.8 | 17.51 | |
| TransUNetAug=None, Best step=1,2922025.08 | 72.15 | — | — | — | |
| DUNetAug=Designed, Best step=2,6002025.08 | 71.69 | — | — | — | |
| TransUNetAug=Designed, Best step=6222025.08 | 69.7 | — | — | — | |
| TransUNetAug=Spatial, Best step=4782025.08 | 64.82 | — | — | — | |
| FunduSegmenterAug=None, Best step=3982025.08 | 61.3 | — | — | — | |
| FunduSegmenterAug=Designed, Best step=8362025.08 | 61.12 | — | — | — | |
| DUNetAug=Spatial, Best step=2,4482025.08 | 60.79 | — | — | — | |
| DUNetAug=None, Best step=1,8622025.08 | 60.44 | — | — | — | |
| FunduSegmenterAug=Spatial, Best step=3,9682025.08 | 59.09 | — | — | — | |
| nnU-NetAug=-, Best step=-2025.08 | 58.45 | — | — | — | |
| CADAApproach=UDA, Params=9.7M2025.12 | — | — | 72.41 | — | |
| CFEAApproach=UDA, Params=N/A2025.12 | — | — | 70.52 | — | |
| EO-ProtoSeg 10sApproach=FWS, Params=1.9M, Shots=10, Regions Density=0.502025.12 | — | — | 68.93 | — | |
| EO-ProtoSeg 1sApproach=FWS, Params=1.9M, Shots=1, Regions Density=0.252025.12 | — | — | 63.69 | — | |
| EO-ProtoSeg 5sApproach=FWS, Params=1.9M, Shots=5, Regions Density=0.252025.12 | — | — | 68.61 | — | |
| EO-ProtoSeg bestApproach=FWS, Params=1.9M, Selection=best2025.12 | — | — | 71.78 | — | |
| IOSUDAApproach=UDA, Params=42.8M2025.12 | — | — | 65.56 | — | |
| pOSALApproach=UDA, Params=5.8M2025.12 | — | — | 72.3 | — | |
| SCUDAApproach=UDA, Params=N/A2025.12 | — | — | 66.61 | — | |
| SIFAApproach=UDA, Params=43.3M2025.12 | — | — | 57.29 | — | |
| WGANApproach=UDA, Params=N/A2025.12 | — | — | 72.4 | — |