Medical Segmentation on KiTS
0.9441DSCSPD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SPD2026.04 | 0.9441 | — | — | |
| nnU-Net2026.04 | 0.9346 | — | — | |
| MSA2026.04 | 0.9164 | — | — | |
| UNet2026.04 | 0.9151 | — | — | |
| SAM-Refiner2026.04 | 0.902 | — | — | |
| MedSAM2026.04 | 0.7579 | — | — | |
| SAM32025.10 | 0.3928 | — | — | |
| TranSambaBackbone=TranSamba2025.12 | 0.268 | 14.4 | 0.258 | |
| Medical SAM32025.10 | 0.2561 | — | — | |
| LayerCAMBackbone=DeiT-S2025.12 | 0.214 | 13.5 | 0.173 | |
| FullGradBackbone=DeiT-S2025.12 | 0.205 | 16.3 | 0.251 | |
| UniMedVL2025.10 | 0.1354 | — | — | |
| Grad-CAMBackbone=DeiT-S2025.12 | 0.107 | 21.1 | 0.15 | |
| IATBackbone=DeiT-S2025.12 | 0.107 | 16.6 | 0.114 | |
| Ablation-CAMBackbone=DeiT-S2025.12 | 0.074 | 20.2 | 0.094 | |
| Eigen-CAMBackbone=DeiT-S2025.12 | 0.058 | 19.9 | 0.062 | |
| Grad-CAM++Backbone=DeiT-S2025.12 | 0.038 | 21.9 | 0.056 | |
| AME-CAMBackbone=ResNet-182025.12 | 0.035 | 19.3 | 0.023 | |
| XGrad-CAMBackbone=DeiT-S2025.12 | 0.032 | 20.3 | 0.032 | |
| Score-CAMBackbone=DeiT-S2025.12 | 0.008 | 21.8 | 0.008 |