Segmentation on KiTS 19
98mDiceLAW
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAWSynthetic Data=+ LAW (ours), Training Framework=nnUNet2026.03 | 98 | 95.5 | — | |
| Adaptive DistillationSynthetic Data=+ Adaptive Distillation, Training Framework=nnUNet2026.03 | 97.9 | 96 | — | |
| Real OnlySynthetic Data=Real Only, Training Framework=nnUNet2026.03 | 96.5 | 93.4 | — | |
| ControlNet (Uniform)Synthetic Data=+ ControlNet (Uniform), Training Framework=nnUNet2026.03 | 96.1 | 93.2 | — | |
| 3DSAMba2026.05 | 67.3 | 55.7 | 63.4 | |
| SwinUNETR2026.05 | 65.1 | 53.1 | 61.7 | |
| UNETR2026.05 | 63.5 | 52.7 | 60.7 | |
| CoTr2026.05 | 61.9 | 49.5 | 58.9 | |
| 3DSAM-Ada2026.05 | 61.3 | 48.7 | 58.3 | |
| TransUNet2026.05 | 61 | 48 | 57.6 | |
| AP-SAM2026.05 | 59.6 | 44.7 | 53.1 |