Medical Image Segmentation on M&Ms (val)
90.27Vendor A LV DCOurs (CPM + CMMD)
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ours (CPM + CMMD)labeled samples=20, Backbone=UNet2026.01 | 90.27 | 80.53 | 80.97 | 90.17 | 84.46 | 85.77 | 90.12 | 79.7 | 75.56 | 89.77 | 81.72 | 83.53 | 84.35 | 75.33 | 5.21 | 2.57 | |
| MiDSS (reproduced)labeled samples=20, Backbone=UNet2026.01 | 89.66 | 80.44 | 80.93 | 89.86 | 84.27 | 85.93 | 89.75 | 79.98 | 76.77 | 89.01 | 81.54 | 83.35 | 84.25 | 75.2 | 5.08 | 2.54 | |
| FixMatchlabeled samples=20, Backbone=UNet2026.01 | 87.26 | 77.78 | 77.14 | 91.06 | 82.78 | 79.07 | 87.84 | 80.07 | 78.03 | 90.86 | 81.75 | 81.84 | 82.96 | 73.99 | 6.21 | 3.51 | |
| BCPlabeled samples=20, Backbone=UNet2026.01 | 85.91 | 73.82 | 78.08 | 85.66 | 74.85 | 76.04 | 61.61 | 54.05 | 51.87 | 76.57 | 62.22 | 79.16 | 71.65 | 62.67 | 30.91 | 18.22 | |
| CoraNetlabeled samples=20, Backbone=UNet2026.01 | 65.7 | 27.79 | 22.16 | 63.32 | 48.63 | 46.56 | 64.89 | 48.59 | 45.3 | 68.38 | 55.88 | 46.79 | 50.33 | 40.54 | 32.98 | 19.22 | |
| FDAlabeled samples=20, Backbone=UNet2026.01 | 61.66 | 36.32 | 34.71 | 80.67 | 70.99 | 56.75 | 73.8 | 63.62 | 58.36 | 77.23 | 68.87 | 64.33 | 62.28 | 53.33 | 25.99 | 16.1 | |
| U-Netlabeled samples=20, Backbone=UNet2026.01 | 57.29 | 37.85 | 34.65 | 73.44 | 64.2 | 53.58 | 55.83 | 48.47 | 44.84 | 63.85 | 52.25 | 49.85 | 53.01 | 44.3 | 38.07 | 22.88 | |
| UDA-VAE++labeled samples=20, Backbone=UNet2026.01 | 51.14 | 36.2 | 12.99 | 71.95 | 53.16 | 36.68 | 57.88 | 41.64 | 30.19 | 31.71 | 27.32 | 20.48 | 39.28 | 28.82 | 53.9 | 24.94 | |
| CPSlabeled samples=20, Backbone=UNet2026.01 | 46.4 | 29.01 | 16.7 | 71.48 | 63.08 | 49.39 | 44.38 | 39.43 | 32.42 | 47.71 | 40.75 | 29.75 | 42.54 | 33.82 | 58.3 | 34.94 | |
| CauSSLlabeled samples=20, Backbone=UNet2026.01 | 40.2 | 21.93 | 10.46 | 50.99 | 42.66 | 31.94 | 41.05 | 34 | 29.95 | 53.78 | 37.92 | 30.44 | 35.44 | 26.73 | 72.9 | 37.99 | |
| UA-MTlabeled samples=20, Backbone=UNet2026.01 | 38.02 | 25.51 | 14.94 | 61.85 | 54.27 | 47.33 | 43.13 | 35.66 | 28.54 | 41.89 | 38.25 | 26.11 | 37.96 | 29.14 | 72.35 | 40.84 |