Multi-organ Segmentation on Synapse 20% labeled data (test)
66.45Avg. DiceDINO-Mix
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DINO-MixMethod category=Imbalance, labeled data ratio=20%, Backbone=VNet, Input dimension=80x160x160, Sliding window strategy=stride 32x32x162026.02 | 66.45 | 1.27 | 89 | 73.3 | 71.8 | 68.7 | 64 | 94.4 | 59.4 | 86.2 | 79 | 48.6 | 45.6 | 47.3 | 36.6 | |
| SKCDFMethod category=Imbalance, labeled data ratio=20%, Backbone=VNet, Venue=CVPR'252026.02 | 64.27 | 1.45 | 79.5 | 72.1 | 67.6 | 59.8 | 60.7 | 93.3 | 61.7 | 85.4 | 78.5 | 41.8 | 50.9 | 46.4 | 37.8 | |
| V-Net (fully)labeled data ratio=100%, Backbone=VNet, Input dimension=80x160x1602026.02 | 62.09 | 10.28 | 84.6 | 77.2 | 73.8 | 73.3 | 38.2 | 94.6 | 68.4 | 72.1 | 71.2 | 58.2 | 48.5 | 17.9 | 29 | |
| A&DMethod category=Imbalance, labeled data ratio=20%, Backbone=VNet, Venue=NeurIPS'232026.02 | 60.88 | 2.52 | 85.2 | 66.9 | 67 | 52.7 | 62.9 | 89.6 | 52.1 | 83 | 74.9 | 41.8 | 43.4 | 44.8 | 27.2 | |
| DHCMethod category=Imbalance, labeled data ratio=20%, Backbone=VNet, Venue=MICCAI'232026.02 | 48.61 | 10.71 | 62.8 | 69.5 | 59.2 | 66 | 13.2 | 85.2 | 36.9 | 67.9 | 61.5 | 37 | 30.9 | 31.4 | 10.6 | |
| CLDMethod category=Imbalance, labeled data ratio=20%, Backbone=VNet, Venue=MICCAI'222026.02 | 41.07 | 32.15 | 62 | 66 | 59.3 | 61.5 | 0 | 89 | 31.7 | 62.8 | 49.4 | 28.6 | 18.5 | 0 | 5 | |
| SimiSMethod category=Imbalance, labeled data ratio=20%, Backbone=VNet, Venue=arXiv'222026.02 | 40.07 | 32.98 | 62.3 | 69.4 | 50.7 | 61.4 | 0 | 87 | 33 | 59 | 57.2 | 29.2 | 11.8 | 0 | 0 | |
| CReSTMethod category=Imbalance, labeled data ratio=20%, Backbone=VNet, Venue=CVPR'212026.02 | 38.33 | 22.85 | 62.1 | 64.7 | 53.8 | 43.8 | 8.1 | 85.9 | 27.2 | 54.4 | 47.7 | 14.4 | 13 | 18.7 | 4.6 | |
| DePLMethod category=General, labeled data ratio=20%, Backbone=VNet, Venue=CVPR'222026.02 | 36.27 | 36.02 | 62.8 | 61 | 48.2 | 54.8 | 0 | 90.2 | 36 | 42.5 | 48.2 | 10.7 | 17 | 0 | 0 | |
| AdshMethod category=Imbalance, labeled data ratio=20%, Backbone=VNet, Venue=ICML'222026.02 | 35.29 | 39.61 | 55.1 | 59.6 | 45.8 | 52.2 | 0 | 89.4 | 32.8 | 47.6 | 53 | 8.9 | 14.4 | 0 | 0 | |
| SS-NetMethod category=General, labeled data ratio=20%, Backbone=VNet, Venue=MICCAI'222026.02 | 35.08 | 50.81 | 62.7 | 67.9 | 60.9 | 34.3 | 0 | 89.9 | 20.9 | 61.7 | 44.8 | 0 | 8.7 | 4.2 | 0 | |
| DSTMethod category=General, labeled data ratio=20%, Backbone=VNet, Venue=NeurIPS'222026.02 | 34.47 | 37.69 | 57.7 | 57.2 | 46.4 | 43.7 | 0 | 89 | 33.9 | 43.3 | 46.9 | 9 | 21 | 0 | 0 | |
| CPSMethod category=General, labeled data ratio=20%, Backbone=VNet, Venue=CVPR'212026.02 | 33.55 | 41.21 | 62.8 | 55.2 | 45.4 | 35.9 | 0 | 91.1 | 31.3 | 41.9 | 49.2 | 8.8 | 14.5 | 0 | 0 | |
| BasakMethod category=Imbalance, labeled data ratio=20%, Backbone=VNet, Venue=MICCAI'222026.02 | 33.24 | 43.78 | 57.4 | 53.8 | 48.5 | 46.9 | 0 | 87.8 | 28.7 | 42.3 | 45.4 | 6.3 | 15 | 0 | 0 | |
| URPCMethod category=General, labeled data ratio=20%, Backbone=VNet, Venue=MICCAI'212026.02 | 25.68 | 72.74 | 66.7 | 38.2 | 56.8 | 0 | 0 | 85.3 | 33.9 | 33.1 | 14.8 | 0 | 5.1 | 0 | 0 | |
| UA-MTMethod category=General, labeled data ratio=20%, Backbone=VNet, Venue=MICCAI'192026.02 | 20.26 | 71.67 | 48.2 | 31.7 | 22.2 | 0 | 0 | 81.2 | 29.1 | 23.3 | 27.5 | 0 | 0 | 0 | 0 |