Optic Disc Segmentation on Drishti-GS
97.4Dice CoefficientOracle
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Oracle2023.07 | 97.4 | — | — | — | |
| Oracle2021.09 | 97.4 | — | — | — | |
| FunduSegmenterAug=Designed2025.08 | 97.34 | — | — | — | |
| TransUNetAug=Spatial2025.08 | 97.29 | — | — | — | |
| FunduSegmenterAug=Spatial2025.08 | 97.25 | — | — | — | |
| DUNetAug=Designed2025.08 | 97.18 | — | — | — | |
| MedSAM22026.01 | 97.1 | — | 94.5 | 13.71 | |
| SAM2-UNet2026.01 | 97.1 | — | 94.4 | 14.35 | |
| RetSAMEvaluation Protocol=Finetune2026.01 | 97.1 | — | 93.9 | 3.59 | |
| TransUNetAug=Designed2025.08 | 97.07 | — | — | — | |
| FunduSegmenterAug=None2025.08 | 96.91 | — | — | — | |
| nnU-NetAug=-2025.08 | 96.89 | — | — | — | |
| SAM32026.01 | 96.8 | — | 93.6 | 15.15 | |
| TransUNetAug=None2025.08 | 96.66 | — | — | — | |
| CBMTsource-free=true2023.07 | 96.61 | 3.85 | — | — | |
| SAM22026.01 | 96.5 | — | 93.3 | 15.49 | |
| DUNetAug=Spatial2025.08 | 96.41 | — | — | — | |
| DPLsource-free=true2023.07 | 96.39 | 4.08 | — | — | |
| SRDAsource-free=true2023.07 | 96.22 | 4.88 | — | — | |
| AdvEntsource-free=false2023.07 | 96.16 | 4.36 | — | — | |
| BEALsource-free=false2023.07 | 96.1 | — | — | — | |
| RetFound2026.01 | 96.1 | — | 92.6 | 32.32 | |
| BEALAccess Source Data=true, Access Source Train=false2021.09 | 96.1 | — | — | — | |
| DUNetAug=None2025.08 | 95.65 | — | — | — | |
| MedSAM2026.01 | 95.4 | — | 91.2 | 17.44 | |
| RetSAMEvaluation Protocol=Linear2026.01 | 94.7 | — | 90 | 6.28 | |
| DAEsource-free=true2023.07 | 94.04 | 8.79 | — | — | |
| W/o DA2023.07 | 93.84 | 9.05 | — | — | |
| FunduSegmenterAug=Designed, Best step=8362025.08 | 92.05 | — | — | — | |
| Med-SAM-Adapter2026.01 | 91.7 | — | 85.2 | 28.07 | |
| FunduSegmenterAug=None, Best step=3982025.08 | 91.39 | — | — | — | |
| TransUNetAug=Designed, Best step=6222025.08 | 91.24 | — | — | — | |
| TransUNetAug=Spatial, Best step=4782025.08 | 90.55 | — | — | — | |
| FunduSegmenterAug=Spatial, Best step=3,9682025.08 | 89.68 | — | — | — | |
| DUNetAug=Designed, Best step=2,6002025.08 | 89.37 | — | — | — | |
| TransUNetAug=None, Best step=1,2922025.08 | 88.79 | — | — | — | |
| nnU-NetAug=-, Best step=-2025.08 | 82.9 | — | — | — | |
| DUNetAug=None, Best step=1,8622025.08 | 81.59 | — | — | — | |
| DUNetAug=Spatial, Best step=2,4482025.08 | 78.72 | — | — | — | |
| CADAApproach=UDA, Params=9.7M2025.12 | — | — | 80.18 | — | |
| CFEAApproach=UDA, Params=N/A2025.12 | — | — | 79.78 | — | |
| EO-ProtoSeg 10sApproach=FWS, Params=1.9M, Shots=10, Regions Density=0.502025.12 | — | — | 85.02 | — | |
| EO-ProtoSeg 1sApproach=FWS, Params=1.9M, Shots=1, Regions Density=0.252025.12 | — | — | 84.96 | — | |
| EO-ProtoSeg 5sApproach=FWS, Params=1.9M, Shots=5, Regions Density=0.252025.12 | — | — | 85.3 | — | |
| EO-ProtoSeg bestApproach=FWS, Params=1.9M, Selection=best2025.12 | — | — | 86.8 | — | |
| GrabCut + UNetApproach=WSS, Params=N/A2025.12 | — | — | 86.37 | — | |
| IOSUDAApproach=UDA, Params=42.8M2025.12 | — | — | 89.53 | — | |
| pOSALApproach=UDA, Params=5.8M2025.12 | — | — | 91.42 | — | |
| SCUDAApproach=UDA, Params=N/A2025.12 | — | — | 90.34 | — | |
| SIFAApproach=UDA, Params=43.3M2025.12 | — | — | 83.04 | — | |
| WGANApproach=UDA, Params=N/A2025.12 | — | — | 91.2 | — |