Segmentation on BraTS
0.85Dice ScorePenalty-based constraints
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Penalty-based constraintslambda=0.12023.03 | 0.85 | 5.78 | 0.112 | 0.087 | — | |
| FLgamma=32023.03 | 0.848 | 9 | 0.097 | 0.119 | — | |
| MbLSm=52023.03 | 0.838 | 7.94 | 0.127 | 0.095 | — | |
| LSalpha=0.12023.03 | 0.82 | 7.78 | 0.112 | 0.108 | — | |
| ECPlambda=0.12023.03 | 0.808 | 8.71 | 0.138 | 0.099 | — | |
| SVLSsigma=22023.03 | 0.801 | 8.44 | 0.146 | 0.111 | — | |
| CE+DSClambda=12023.03 | 0.777 | 6.96 | 0.178 | 0.122 | — | |
| IGSFine-tuning (FT)=true, Backbone=U-Net, Acceleration factor=x162021.08 | 0.773 | — | — | — | — | |
| CenterFine-tuning (FT)=true, Backbone=U-Net, Acceleration factor=x162021.08 | 0.752 | — | — | — | — | |
| FastMRIFine-tuning (FT)=true, Backbone=U-Net, Acceleration factor=x162021.08 | 0.7 | — | — | — | — | |
| IGSFine-tuning (FT)=true, Backbone=U-Net 3D, Acceleration factor=x162021.08 | 0.664 | — | — | — | — | |
| IGSFine-tuning (FT)=false, Backbone=U-Net, Acceleration factor=x162021.08 | 0.653 | — | — | — | — | |
| CenterFine-tuning (FT)=true, Backbone=U-Net 3D, Acceleration factor=x162021.08 | 0.652 | — | — | — | — | |
| FastMRIFine-tuning (FT)=true, Backbone=U-Net 3D, Acceleration factor=x162021.08 | 0.642 | — | — | — | — | |
| TranSambaBackbone=TranSamba2025.12 | 0.641 | 3.9 | — | — | 0.468 | |
| CenterFine-tuning (FT)=false, Backbone=U-Net, Acceleration factor=x162021.08 | 0.618 | — | — | — | — | |
| CenterFine-tuning (FT)=false, Backbone=U-Net 3D, Acceleration factor=x162021.08 | 0.604 | — | — | — | — | |
| IGSFine-tuning (FT)=false, Backbone=U-Net 3D, Acceleration factor=x162021.08 | 0.602 | — | — | — | — | |
| AME-CAMBackbone=ResNet-182025.12 | 0.57 | 4.3 | — | — | 0.422 | |
| Grad-CAMBackbone=DeiT-S2025.12 | 0.552 | 4.1 | — | — | 0.366 | |
| FastMRIFine-tuning (FT)=false, Backbone=U-Net 3D, Acceleration factor=x162021.08 | 0.542 | — | — | — | — | |
| IATBackbone=DeiT-S2025.12 | 0.528 | 4.5 | — | — | 0.371 | |
| Ablation-CAMBackbone=DeiT-S2025.12 | 0.525 | 4.4 | — | — | 0.348 | |
| FastMRIFine-tuning (FT)=false, Backbone=U-Net, Acceleration factor=x162021.08 | 0.523 | — | — | — | — | |
| Grad-CAM++Backbone=DeiT-S2025.12 | 0.459 | 5.4 | — | — | 0.283 | |
| FullGradBackbone=DeiT-S2025.12 | 0.332 | 5.1 | — | — | 0.198 | |
| Score-CAMBackbone=DeiT-S2025.12 | 0.324 | 5.8 | — | — | 0.219 | |
| LayerCAMBackbone=DeiT-S2025.12 | 0.294 | 2.5 | — | — | 0.178 | |
| Eigen-CAMBackbone=DeiT-S2025.12 | 0.253 | 6.5 | — | — | 0.161 | |
| XGrad-CAMBackbone=DeiT-S2025.12 | 0.112 | 6.5 | — | — | 0.065 |