Medical Image Segmentation on Fundus (test)
82.17Domain 1 DC (Optic Cup)MiDSS (reproduced)
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MiDSS (reproduced)labeled examples=20, backbone=UNet2026.01 | 82.17 | 95.35 | 77.56 | 90.55 | 82.23 | 92.89 | 83.34 | 91.22 | 86.91 | 78.12 | 8.24 | 3.95 | |
| CPM + CMMD (Ours)labeled examples=20, backbone=UNet2026.01 | 81.23 | 94.84 | 78.39 | 89.26 | 83.37 | 92.84 | 84.09 | 91.92 | 86.99 | 78.22 | 8.25 | 3.96 | |
| FixMatchlabeled examples=20, backbone=UNet2026.01 | 81.18 | 91.29 | 72.04 | 87.6 | 80.41 | 92.95 | 74.58 | 87.07 | 83.39 | 73.48 | 11.77 | 5.6 | |
| FDAlabeled examples=20, backbone=UNet2026.01 | 76.99 | 89.94 | 77.69 | 89.63 | 78.27 | 90.96 | 64.52 | 74.29 | 80.29 | 71.05 | 16.23 | 8.44 | |
| BCPlabeled examples=20, backbone=UNet2026.01 | 71.65 | 91.1 | 77.19 | 92 | 72.63 | 90.77 | 77.67 | 91.42 | 83.05 | 73.66 | 11.05 | 5.8 | |
| CPSlabeled examples=20, backbone=UNet2026.01 | 64.53 | 86.25 | 70.26 | 86.97 | 42.92 | 54.94 | 36.98 | 46.7 | 61.19 | 52.69 | 34.44 | 26.79 | |
| CauSSLlabeled examples=20, backbone=UNet2026.01 | 63.38 | 80.6 | 67.52 | 80.72 | 49.53 | 63.88 | 39.43 | 49.43 | 61.81 | 51.8 | 41.25 | 23.94 | |
| CoraNetlabeled examples=20, backbone=UNet2026.01 | 61.64 | 87.32 | 65.56 | 87.05 | 66.12 | 83.54 | 49.01 | 77.73 | 72.25 | 60.5 | 20.52 | 10.44 | |
| U-Netlabeled examples=20, backbone=UNet2026.01 | 59.54 | 73.89 | 71.28 | 74.23 | 50.87 | 64.29 | 35.61 | 63.3 | 61.63 | 52.65 | 48.28 | 28.86 | |
| UA-MTlabeled examples=20, backbone=UNet2026.01 | 59.35 | 78.46 | 63.08 | 74.45 | 35.24 | 47.73 | 36.18 | 55.43 | 56.24 | 47 | 48.64 | 31.35 | |
| UDA-VAE++labeled examples=20, backbone=UNet2026.01 | 55.01 | 80.76 | 68.87 | 85.94 | 63.23 | 84.92 | 68.42 | 80.89 | 73.51 | 61.4 | 17.6 | 9.86 |