Medical Image Segmentation on AMOS (test)
84.5DSCPDANet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PDANetLoss Function=CWCD loss, #Params=31.48M2026.01 | 84.5 | 4.08 | 1.51 | — | |
| RepUX-NetLoss Function=CWCD loss, #Params=65.80M2026.01 | 84.02 | 4.49 | 1.46 | — | |
| SwinUNETRLoss Function=CWCD loss, #Params=61.99M2026.01 | 83.89 | 4.92 | 1.72 | — | |
| 3D UX-NetLoss Function=CWCD loss, #Params=53.00M2026.01 | 83.62 | 4.92 | 1.71 | — | |
| VSmTransLoss Function=CWCD loss, #Params=49.86M2026.01 | 83.6 | 5.23 | 1.75 | — | |
| RepUX-NetLoss Function=Original Loss, #Params=65.80M2026.01 | 83.3 | 4.6 | 1.71 | — | |
| VSmTransLoss Function=Original Loss, #Params=49.86M2026.01 | 83.07 | 5.26 | 1.81 | — | |
| SwinUNETRLoss Function=Original Loss, #Params=61.99M2026.01 | 82.94 | 5.26 | 1.79 | — | |
| nnFormerLoss Function=CWCD loss, #Params=149.17M2026.01 | 81.77 | 4.02 | 1.52 | — | |
| 3D UX-NetLoss Function=Original Loss, #Params=53.00M2026.01 | 81.52 | 5.02 | 1.75 | — | |
| DeepLabV3Loss Function=CWCD loss, #Params=6.25M2026.01 | 81.32 | 4.35 | 1.26 | — | |
| DeepLabV3Loss Function=Original Loss, #Params=6.25M2026.01 | 78.61 | 4.71 | 1.31 | — | |
| nnFormerLoss Function=Original Loss, #Params=149.17M2026.01 | 76.37 | 4.98 | 1.61 | — | |
| 3D U-NetLoss Function=CWCD loss, #Params=1.87M2026.01 | 75.67 | 6.63 | 1.94 | — | |
| 3D U-NetLoss Function=Original Loss, #Params=1.87M2026.01 | 71.03 | 7.23 | 2 | — | |
| Slim-UNETRLoss Function=CWCD loss, #Params=1.79M2026.01 | 68.91 | 10.85 | 3.39 | — | |
| Slim-UNETRLoss Function=Original Loss, #Params=1.79M2026.01 | 67.75 | 10.87 | 3.31 | — | |
| DropGenArchitecture=UNet2026.04 | 67.5 | — | — | 0.9 | |
| DropGenAdaptation Needed?=No2026.04 | 67.5 | — | — | — | |
| GIN+IPAArchitecture=UNet2026.04 | 66.5 | — | — | 0.8 | |
| EntMin (DO=0%)Adaptation Needed?=Yes2026.04 | 65.8 | — | — | — | |
| GINArchitecture=UNet2026.04 | 65.1 | — | — | 0.7 | |
| EntMin (ERM)Adaptation Needed?=Yes2026.04 | 64.7 | — | — | — | |
| Alpha TuningAdaptation Needed?=Yes2026.04 | 64.1 | — | — | — | |
| UNETRLoss Function=CWCD loss, #Params=104.05M2026.01 | 63.72 | 14.12 | 3.84 | — | |
| SFBAdaptation Needed?=Yes2026.04 | 63.6 | — | — | — | |
| MixUpArchitecture=UNet2026.04 | 61.5 | — | — | 0.9 | |
| UNETRLoss Function=Original Loss, #Params=104.05M2026.01 | 61.16 | 15.66 | 4.87 | — | |
| RSCArchitecture=UNet2026.04 | 60.8 | — | — | 1.3 | |
| DSBNArchitecture=UNet2026.04 | 58 | — | — | 1.4 | |
| ERMArchitecture=UNet2026.04 | 57.4 | — | — | 1.7 | |
| CutOutArchitecture=UNet2026.04 | 55.5 | — | — | 1.7 | |
| MixStyleArchitecture=UNet2026.04 | 53.9 | — | — | 1.7 | |
| nnUNetArchitecture=UNet2026.04 | 48 | — | — | 2.7 |