Optic Cup / Disc Segmentation on Fundus Domain 4
90.1DC (Cup)Target-only
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Target-onlytraining=target-only2026.03 | 90.1 | 95.72 | 4.15 | 6.32 | |
| FunduSegmentervariant=Designed2025.08 | 88.11 | 93.88 | — | — | |
| FunduSegmentervariant=Spatial2025.08 | 87.86 | 93.54 | — | — | |
| DDS-UDAtraining=UDA2026.03 | 87.4 | 94.24 | 5.01 | 7.91 | |
| DoFE2025.08 | 86.97 | 93.38 | — | — | |
| MA-UDAtraining=UDA2026.03 | 86.91 | 93.25 | 8.21 | 9.37 | |
| TriLAtraining=UDA2026.03 | 86.69 | 93.78 | 7.68 | 8.57 | |
| CoFotraining=UDA2026.03 | 86.67 | 93.34 | 6.85 | 8.99 | |
| DAFormertraining=UDA2026.03 | 86.34 | 93.76 | 9.67 | 10.41 | |
| DoCRtraining=UDA2026.03 | 86.03 | 93.18 | 9.51 | 10.36 | |
| TISTtraining=UDA2026.03 | 85.88 | 92.36 | 8.96 | 10.05 | |
| Upper bound#L=*2026.03 | 85.65 | 93.24 | — | — | |
| Upper bound#L=all samples2024.04 | 85.61 | 93.21 | — | — | |
| FunduSegmentervariant=None2025.08 | 85.56 | 94.88 | — | — | |
| BEALtraining=UDA2026.03 | 85.54 | 92.18 | 8.38 | 9.87 | |
| BCMDA#L=202026.03 | 85.53 | 94.12 | — | — | |
| ODADAtraining=UDA2026.03 | 85.29 | 91.97 | 9.76 | 11.54 | |
| FDAtraining=UDA2026.03 | 84.37 | 91.63 | 9.42 | 11.39 | |
| TVConv2025.08 | 84.08 | 93.69 | — | — | |
| Ours#L=202024.04 | 83.71 | 93.38 | — | — | |
| SymGD#L=202026.03 | 83.38 | 93.5 | — | — | |
| RAM-DSIR2025.08 | 83.02 | 94.54 | — | — | |
| SDCL#L=202026.03 | 80.66 | 91.46 | — | — | |
| Source-onlytraining=source-only2026.03 | 79.17 | 88.63 | 11.74 | 15.81 | |
| BCP#L=202026.03 | 77.81 | 90.78 | — | — | |
| BCP#L=202024.04 | 77.67 | 91.42 | — | — | |
| ABD#L=202026.03 | 74.78 | 88.72 | — | — | |
| FixMatch#L=202026.03 | 74.66 | 88.7 | — | — | |
| FixMatch#L=202024.04 | 74.58 | 87.07 | — | — | |
| UDA-VAE++#L=202026.03 | 68.63 | 79.56 | — | — | |
| UDA-VAE++#L=202024.04 | 68.42 | 80.89 | — | — | |
| ConStyX2025.06 | 67.5 | 81.09 | — | — | |
| TriD2025.06 | 66.96 | 75.46 | — | — | |
| FDA#L=202024.04 | 64.52 | 74.29 | — | — | |
| CCSDG2025.06 | 63.16 | 81 | — | — | |
| MixStyle2025.06 | 59.49 | 78.03 | — | — | |
| EFDM2025.06 | 58.22 | 77.02 | — | — | |
| DSU2025.06 | 57.98 | 78.77 | — | — | |
| CSU2025.06 | 57.93 | 79.58 | — | — | |
| RandConv2025.06 | 57.79 | 79.33 | — | — | |
| SIFA#L=202026.03 | 57.24 | 73.84 | — | — | |
| SIFA#L=202024.04 | 55.07 | 70.67 | — | — | |
| MoreStyle2025.06 | 51.91 | 77.07 | — | — | |
| CoraNet#L=202024.04 | 49.01 | 77.73 | — | — | |
| UA-MT#L=202026.03 | 41.63 | 60.45 | — | — | |
| U-Net#L=202026.03 | 41.52 | 65.41 | — | — | |
| SS-Net#L=202026.03 | 39.56 | 62.54 | — | — | |
| CauSSL#L=202024.04 | 39.43 | 49.43 | — | — | |
| CauSSL#L=202026.03 | 39.36 | 48.04 | — | — | |
| SS-Net#L=202024.04 | 38.76 | 61.13 | — | — | |
| CPS#L=202024.04 | 36.98 | 46.7 | — | — | |
| UA-MT#L=202024.04 | 36.18 | 55.43 | — | — | |
| U-Net#L=202024.04 | 35.61 | 63.3 | — | — |