Voxelwise kNN segmentation on HCP T2w–T1w k=7 (Dataset-Fit)
72.4DS ScoreWPLS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| WPLSEncoder=DINOv2, k=7, Setting=Dataset-Fit2026.05 | 72.4 | 72.4 | 66.5 | |
| WPLSEncoder=DINOv3, k=7, Setting=Dataset-Fit2026.05 | 72.2 | 73.4 | 66.9 | |
| PCA3DEncoder=DINOv3, k=7, Setting=Dataset-Fit2026.05 | 71.8 | 47.4 | 43.9 | |
| PCA3DEncoder=DINOv2, k=7, Setting=Dataset-Fit2026.05 | 71.6 | 52.2 | 48.3 | |
| Best Axis PCAEncoder=DINOv3, k=7, Setting=Dataset-Fit2026.05 | 67.2 | 49 | 44.5 | |
| Best Axis PCAEncoder=DINOv2, k=7, Setting=Dataset-Fit2026.05 | 65.9 | 46.2 | 42 | |
| WPLSEncoder=SAM3, k=7, Setting=Dataset-Fit2026.05 | 59.8 | 49.9 | 42.2 | |
| WPLSEncoder=MedSAM2, k=7, Setting=Dataset-Fit2026.05 | 58.5 | 46.6 | 38.7 | |
| PCA3DEncoder=MedSAM2, k=7, Setting=Dataset-Fit2026.05 | 57.9 | 11 | 10.5 | |
| PCA3DEncoder=SAM3, k=7, Setting=Dataset-Fit2026.05 | 54.6 | 19.7 | 17 | |
| Best Axis PCAEncoder=MedSAM2, k=7, Setting=Dataset-Fit2026.05 | 54 | 11.4 | 10.8 | |
| Best Axis PCAEncoder=SAM3, k=7, Setting=Dataset-Fit2026.05 | 49 | 16.4 | 14.2 | |
| Anatomix+MINDEncoder=-, k=7, Setting=Dataset-Fit2026.05 | 41 | 30.7 | 25.9 | |
| AnatomixEncoder=-, k=7, Setting=Dataset-Fit2026.05 | 27.5 | 19.5 | 18.6 | |
| MINDEncoder=-, k=7, Setting=Dataset-Fit2026.05 | 10.4 | 11.6 | 8.5 |