Voxelwise kNN segmentation on Abdomen MR–CT k=7 (Dataset-Fit)
70DSAnatomix+MIND
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Anatomix+MINDEncoder=-, k=7, Setting=Dataset-Fit2026.05 | 70 | 65.8 | 61.2 | |
| WPLSEncoder=DINOv2, k=7, Setting=Dataset-Fit2026.05 | 68.9 | 65.5 | 60.5 | |
| WPLSEncoder=DINOv3, k=7, Setting=Dataset-Fit2026.05 | 67.8 | 68.3 | 64 | |
| PCA3DEncoder=DINOv2, k=7, Setting=Dataset-Fit2026.05 | 66.6 | 62.9 | 57.7 | |
| PCA3DEncoder=DINOv3, k=7, Setting=Dataset-Fit2026.05 | 66 | 63 | 54.7 | |
| Best Axis PCAEncoder=DINOv2, k=7, Setting=Dataset-Fit2026.05 | 62.4 | 57.6 | 52.3 | |
| Best Axis PCAEncoder=DINOv3, k=7, Setting=Dataset-Fit2026.05 | 62.1 | 63.8 | 54.9 | |
| AnatomixEncoder=-, k=7, Setting=Dataset-Fit2026.05 | 55.1 | 55.7 | 46.1 | |
| WPLSEncoder=MedSAM2, k=7, Setting=Dataset-Fit2026.05 | 43 | 39.4 | 33 | |
| PCA3DEncoder=MedSAM2, k=7, Setting=Dataset-Fit2026.05 | 36.9 | 31.9 | 24.3 | |
| Best Axis PCAEncoder=MedSAM2, k=7, Setting=Dataset-Fit2026.05 | 35.9 | 32.9 | 24.8 | |
| WPLSEncoder=SAM3, k=7, Setting=Dataset-Fit2026.05 | 31.9 | 25.3 | 22 | |
| Best Axis PCAEncoder=SAM3, k=7, Setting=Dataset-Fit2026.05 | 29.6 | 24.1 | 19.5 | |
| PCA3DEncoder=SAM3, k=7, Setting=Dataset-Fit2026.05 | 28.4 | 22.2 | 18.3 | |
| MINDEncoder=-, k=7, Setting=Dataset-Fit2026.05 | 6.3 | 6.4 | 4.3 |