Optic Cup / Disc Segmentation on Fundus Domain 3
88.49DC (Cup)Target-only
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Target-onlytraining=target-only2026.03 | 88.49 | 96.21 | 5.13 | 5.96 | |
| DDS-UDAtraining=UDA2026.03 | 88.05 | 94.45 | 6.3 | 8.89 | |
| TriLAtraining=UDA2026.03 | 87.52 | 93.71 | 6.45 | 8.73 | |
| CoFotraining=UDA2026.03 | 86.98 | 93.08 | 9.08 | 10.83 | |
| MA-UDAtraining=UDA2026.03 | 86.86 | 93.01 | 7.68 | 9.61 | |
| DAFormertraining=UDA2026.03 | 86.81 | 92.69 | 9.31 | 10.67 | |
| DoCRtraining=UDA2026.03 | 86.65 | 92.99 | 9.42 | 10.77 | |
| DoFE2025.08 | 86.4 | 93.27 | — | — | |
| BEALtraining=UDA2026.03 | 86.34 | 92.08 | 7.64 | 9.68 | |
| FunduSegmentervariant=Spatial2025.08 | 86.33 | 94.16 | — | — | |
| FunduSegmentervariant=Designed2025.08 | 86.27 | 93.81 | — | — | |
| TISTtraining=UDA2026.03 | 86.22 | 92.67 | 8.87 | 10.54 | |
| TVConv2025.08 | 86.11 | 95.11 | — | — | |
| FunduSegmentervariant=None2025.08 | 86.05 | 92.88 | — | — | |
| ODADAtraining=UDA2026.03 | 85.78 | 92.14 | 8.95 | 10.32 | |
| RAM-DSIR2025.08 | 85.74 | 95.36 | — | — | |
| Upper bound#L=*2026.03 | 85.28 | 93.02 | — | — | |
| BCMDA#L=202026.03 | 84.67 | 93.51 | — | — | |
| FDAtraining=UDA2026.03 | 84.49 | 91.41 | 9.59 | 11.56 | |
| SymGD#L=202026.03 | 83.28 | 92.82 | — | — | |
| Source-onlytraining=source-only2026.03 | 82.19 | 90.78 | 9.41 | 11.69 | |
| SDCL#L=202026.03 | 79.28 | 90.61 | — | — | |
| FixMatch#L=202026.03 | 78.72 | 92.78 | — | — | |
| ABD#L=202026.03 | 76.78 | 87.27 | — | — | |
| BCP#L=202026.03 | 76.63 | 90.54 | — | — | |
| TriD2025.06 | 67.7 | 86.93 | — | — | |
| CSU2025.06 | 67.55 | 86.87 | — | — | |
| MixStyle2025.06 | 67.34 | 86.83 | — | — | |
| EFDM2025.06 | 67.34 | 86.55 | — | — | |
| ConStyX2025.06 | 67.22 | 88.17 | — | — | |
| UDA-VAE++#L=202026.03 | 67.17 | 85.16 | — | — | |
| DSU2025.06 | 66.8 | 86.38 | — | — | |
| RandConv2025.06 | 65.77 | 86.47 | — | — | |
| CCSDG2025.06 | 65.44 | 87.18 | — | — | |
| SIFA#L=202026.03 | 64.47 | 85.31 | — | — | |
| MoreStyle2025.06 | 63.85 | 82.63 | — | — | |
| CauSSL#L=202026.03 | 55.36 | 71.8 | — | — | |
| SS-Net#L=202026.03 | 53.88 | 69.43 | — | — | |
| U-Net#L=202026.03 | 48.88 | 65.03 | — | — | |
| UA-MT#L=202026.03 | 45.32 | 56.69 | — | — | |
| Upper bound#L=all samples2024.04 | 0.8544 | 0.9304 | — | — | |
| Ours#L=202024.04 | 0.8418 | 0.9297 | — | — | |
| FixMatch#L=202024.04 | 0.8041 | 0.9295 | — | — | |
| FDA#L=202024.04 | 0.7827 | 0.9096 | — | — | |
| BCP#L=202024.04 | 0.7263 | 0.9077 | — | — | |
| CoraNet#L=202024.04 | 0.6612 | 0.8354 | — | — | |
| UDA-VAE++#L=202024.04 | 0.6323 | 0.8492 | — | — | |
| SIFA#L=202024.04 | 0.6167 | 0.8377 | — | — | |
| U-Net#L=202024.04 | 0.5087 | 0.6429 | — | — | |
| CauSSL#L=202024.04 | 0.4953 | 0.6388 | — | — | |
| SS-Net#L=202024.04 | 0.4569 | 0.6991 | — | — | |
| CPS#L=202024.04 | 0.4292 | 0.5494 | — | — | |
| UA-MT#L=202024.04 | 0.3524 | 0.4773 | — | — |