Medical Image Segmentation on AMOS 5% labeled
76.5Mean DiceV-Net (fully)
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| V-Net (fully)Training=Fully supervised2023.07 | 76.5 | 2.01 | 92.2 | 92.2 | 93.3 | 65.5 | 70.3 | 95.3 | 82.4 | 91.4 | 85 | 74.9 | 58.6 | 58.1 | 65.6 | 64.4 | 58.3 | — | — | |
| VNetLabeling=Fully supervised, Year=20162026.02 | 76.5 | 2.01 | 92.2 | 92.2 | 93.3 | 65.5 | 70.3 | 95.3 | 82.4 | 91.4 | 85 | 74.9 | 58.6 | 58.1 | 65.6 | 64.4 | 58.3 | — | — | |
| VNet (fully)Mode=fully labeled2026.03 | 76.5 | 2.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MagicNet + VCDPbaseline=MagicNet2026.07 | 63.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.24 | 10.14 | |
| MagicNetbaseline=MagicNet2026.07 | 63.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.49 | 11.08 | |
| DINO-MixMethod Category=Imbalance, Venue=Ours2026.02 | 62.73 | 3.28 | 85.9 | 85.6 | 85.4 | 39.2 | 59.6 | 90.1 | 62.5 | 86.9 | 74.2 | 60.2 | 44 | 38.9 | 44.1 | 50.3 | 34.1 | — | — | |
| SCDL-GA-MagicNet2026.03 | 62.16 | 5.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCDL-GA-CPS2026.03 | 61.57 | 10.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CPS + VCDPbaseline=CPS2026.07 | 59.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.24 | 13.25 | |
| GA-MagicNet2026.03 | 59.15 | 8.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CPSbaseline=CPS2026.07 | 57.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.76 | 14.13 | |
| GenSSL + VCDPbaseline=GenSSL2026.07 | 57.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.73 | 24.85 | |
| SKCDFMethod Category=Imbalance, Venue=CVPR’252026.02 | 53.81 | 5.97 | 77.1 | 77.9 | 71.2 | 34.1 | 50.4 | 88.6 | 51.6 | 80.9 | 58.9 | 48.8 | 33 | 30.2 | 32.2 | 45.9 | 26.4 | — | — | |
| SS-Net + VCDPbaseline=SS-Net2026.07 | 51.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 55.84 | 41.72 | |
| GA-CPS2026.03 | 50.9 | 13.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| A&DMethod Category=Imbalance, Venue=NeurIPS’232026.02 | 50.03 | 5.21 | 73.1 | 76 | 76.5 | 29.1 | 44.9 | 82.5 | 49 | 72.8 | 61.7 | 48.5 | 30.2 | 19.7 | 36.4 | 32.9 | 18.2 | — | — | |
| DHCCategory=Imbalance2023.07 | 49.53 | 13.89 | 68.1 | 69.6 | 71.1 | 42.3 | 37 | 76.8 | 43.8 | 70.8 | 57.4 | 43.2 | 27 | 28.7 | 29.1 | 41.4 | 36.7 | — | — | |
| DHCMethod Category=Imbalance, Venue=MICCAI’232026.02 | 49.53 | 13.89 | 68.1 | 69.6 | 71.1 | 42.3 | 37 | 76.8 | 43.8 | 70.8 | 57.4 | 43.2 | 27 | 28.7 | 29.1 | 41.4 | 36.7 | — | — | |
| SCDL-DHC2026.03 | 49.28 | 17.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCMambabaseline=DCMamba2026.07 | 48.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 55.18 | 22.01 | |
| DCMamba + VCDPbaseline=DCMamba2026.07 | 47.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 52.64 | 20.8 | |
| SCDL-GenericSSL2026.03 | 47.35 | 22.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimiSCategory=Imbalance2023.07 | 47.27 | 11.51 | 77.4 | 72.5 | 68.7 | 32.1 | 14.7 | 86.6 | 46.3 | 74.6 | 54.2 | 41.6 | 24.4 | 17.9 | 21.9 | 47.9 | 28.2 | — | — | |
| SimiSMethod Category=Imbalance, Venue=arXiv’222026.02 | 47.27 | 11.51 | 77.4 | 72.5 | 68.7 | 32.1 | 14.7 | 86.6 | 46.3 | 74.6 | 54.2 | 41.6 | 24.4 | 17.9 | 21.9 | 47.9 | 28.2 | — | — | |
| SimiS2026.03 | 47.27 | 11.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CRESTCategory=Imbalance2023.07 | 46.55 | 14.62 | 66.5 | 64.2 | 65.4 | 36 | 32.2 | 77.8 | 43.6 | 68.5 | 52.9 | 40.3 | 24.7 | 19.5 | 26.5 | 43.9 | 36.4 | — | — | |
| CReSTMethod Category=Imbalance, Venue=CVPR’212026.02 | 46.55 | 14.62 | 66.5 | 64.2 | 65.4 | 36 | 32.2 | 77.8 | 43.6 | 68.5 | 52.9 | 40.3 | 24.7 | 19.5 | 26.5 | 43.9 | 36.4 | — | — | |
| CLDCategory=Imbalance2023.07 | 46.1 | 15.86 | 67.2 | 68.5 | 71.4 | 41 | 21 | 76.1 | 42.4 | 69.8 | 52.1 | 37.9 | 24.7 | 23.4 | 22.7 | 38.1 | 35.2 | — | — | |
| CLDMethod Category=Imbalance, Venue=MICCAI’222026.02 | 46.1 | 15.86 | 67.2 | 68.5 | 71.4 | 41 | 21 | 76.1 | 42.4 | 69.8 | 52.1 | 37.9 | 24.7 | 23.4 | 22.7 | 38.1 | 35.2 | — | — | |
| CLD2026.03 | 46.1 | 15.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| URPCCategory=General2023.07 | 44.93 | 27.44 | 67 | 64.2 | 67.2 | 36.1 | 0 | 83.1 | 45.5 | 67.4 | 54.4 | 46.7 | 0 | 29.4 | 35.2 | 44.5 | 33.2 | — | — | |
| URPCMethod Category=General, Venue=MICCAI’212026.02 | 44.93 | 27.44 | 67 | 64.2 | 67.2 | 36.1 | 0 | 83.1 | 45.5 | 67.4 | 54.4 | 46.7 | 0 | 29.4 | 35.2 | 44.5 | 33.2 | — | — | |
| GenSSLbaseline=GenSSL2026.07 | 42.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 33.32 | 51.14 | |
| DHCbaseline=DHC2026.07 | 42.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 36.52 | 55.34 | |
| DHC + VCDPbaseline=DHC2026.07 | 42.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 46.02 | 51.44 | |
| UA-MTCategory=General2023.07 | 42.16 | 15.48 | 59.8 | 64.9 | 64 | 35.3 | 34.1 | 77.7 | 37.8 | 61 | 46 | 33.3 | 26.9 | 12.3 | 18.1 | 29.7 | 31.6 | — | — | |
| UA-MTMethod Category=General, Venue=MICCAI’192026.02 | 42.16 | 15.48 | 59.8 | 64.9 | 64 | 35.3 | 34.1 | 77.7 | 37.8 | 61 | 46 | 33.3 | 26.9 | 12.3 | 18.1 | 29.7 | 31.6 | — | — | |
| DePLCategory=General2023.07 | 41.97 | 20.42 | 55.7 | 62.4 | 57.7 | 36.6 | 31.3 | 68.4 | 33.9 | 65.6 | 51.9 | 30.2 | 23.3 | 10.2 | 20.9 | 43.9 | 37.7 | — | — | |
| DePLMethod Category=General, Venue=CVPR’222026.02 | 41.97 | 20.42 | 55.7 | 62.4 | 57.7 | 36.6 | 31.3 | 68.4 | 33.9 | 65.6 | 51.9 | 30.2 | 23.3 | 10.2 | 20.9 | 43.9 | 37.7 | — | — | |
| DSTCategory=General2023.07 | 41.44 | 21.12 | 58.9 | 63.3 | 63.8 | 37.7 | 29.6 | 74.6 | 36.1 | 66.1 | 49.9 | 32.8 | 13.5 | 5.5 | 17.6 | 39.1 | 33.1 | — | — | |
| DSTMethod Category=General, Venue=NeurIPS’222026.02 | 41.44 | 21.12 | 58.9 | 63.3 | 63.8 | 37.7 | 29.6 | 74.6 | 36.1 | 66.1 | 49.9 | 32.8 | 13.5 | 5.5 | 17.6 | 39.1 | 33.1 | — | — | |
| CPSCategory=General2023.07 | 41.08 | 20.37 | 56.1 | 60.3 | 59.4 | 33.3 | 25.4 | 73.8 | 32.4 | 65.7 | 52.1 | 31.1 | 25.5 | 6.2 | 18.4 | 40.7 | 35.8 | — | — | |
| CPSMethod Category=General, Venue=CVPR’212026.02 | 41.08 | 20.37 | 56.1 | 60.3 | 59.4 | 33.3 | 25.4 | 73.8 | 32.4 | 65.7 | 52.1 | 31.1 | 25.5 | 6.2 | 18.4 | 40.7 | 35.8 | — | — | |
| Adsh + VCDPbaseline=Adsh2026.07 | 40.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 44.08 | 57.54 | |
| AdshMethod Category=Imbalance, Venue=ICML’222026.02 | 40.33 | 24.53 | 56 | 63.6 | 57.3 | 34.7 | 25.7 | 73.9 | 30.7 | 65.7 | 51.9 | 27.1 | 20.2 | 0 | 18.6 | 43.5 | 35.9 | — | — | |
| AdshCategory=Imbalance2023.07 | 40.31 | 24.53 | 56 | 63.6 | 57.3 | 34.7 | 25.7 | 73.9 | 30.7 | 65.7 | 51.9 | 27.1 | 20.2 | 0 | 18.6 | 43.5 | 35.9 | — | — | |
| DHC2026.03 | 40.11 | 40.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Basak et al.Category=Imbalance2023.07 | 38.73 | 31.76 | 68.8 | 59 | 54.2 | 29 | 0 | 83.7 | 39.3 | 61.7 | 52.1 | 34.6 | 0 | 0 | 26.8 | 45.7 | 26.2 | — | — | |
| BasakMethod Category=Imbalance, Venue=MICCAI’222026.02 | 38.73 | 31.76 | 68.8 | 59 | 54.2 | 29 | 0 | 83.7 | 39.3 | 61.7 | 52.1 | 34.6 | 0 | 0 | 26.8 | 45.7 | 26.2 | — | — | |
| Adshbaseline=Adsh2026.07 | 38.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.36 | 60.15 | |
| A&D2026.03 | 37.82 | 44.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GenericSSL2026.03 | 35.73 | 45.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SS-NetCategory=General2023.07 | 33.88 | 54.72 | 65.4 | 68.3 | 69.9 | 37.8 | 0 | 75.1 | 33.2 | 68 | 56.6 | 33.5 | 0 | 0 | 0 | 0.2 | 0.2 | — | — | |
| SS-NetMethod Category=General, Venue=MICCAI’222026.02 | 33.88 | 54.72 | 65.4 | 68.3 | 69.9 | 37.8 | 0 | 75.1 | 33.2 | 68 | 56.6 | 33.5 | 0 | 0 | 0 | 0.2 | 0.2 | — | — | |
| SS-Netbaseline=SS-Net2026.07 | 30.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 33.45 | 69.97 |