Slide-level classification on CAMELYON 17 (test)
80.6F1 ScoreUNI2-h
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UNI2-hMethod Category=Single PFMs2026.06 | 80.6 | 89.2 | |
| UNI2-hcategory=Single PFM2026.06 | 80.6 | — | |
| Early FusionMethod Category=Fusion Methods2026.06 | 80.3 | 90.8 | |
| Early Fusioncategory=Fusion Methods2026.06 | 80.3 | — | |
| Virchow2Method Category=Single PFMs2026.06 | 79.8 | 90.3 | |
| Virchow2category=Single PFM2026.06 | 79.8 | — | |
| Late Fusion (homog)Method Category=Fusion Methods, PFM Usage=highest test F1 PFM2026.06 | 79.5 | 90.2 | |
| Late Fusion (homog)fusion_type=homogeneous2026.06 | 79.5 | — | |
| DICE (w/o reg)PFM Usage=all five PFMs2026.06 | 79.3 | 92.4 | |
| DICE (w/o reg)regularization=none2026.06 | 79.3 | — | |
| Hibou-LMethod Category=Single PFMs2026.06 | 79.2 | 85.6 | |
| Hibou-Lcategory=Single PFM2026.06 | 79.2 | — | |
| MC DropoutMethod Category=Single PFMs, PFM Usage=highest test F1 PFM2026.06 | 79 | 88.5 | |
| MC Dropoutcategory=Uncertainty Estimation2026.06 | 79 | — | |
| Late Fusion (heterog)Method Category=Fusion Methods, PFM Usage=all five PFMs2026.06 | 78.9 | 90.4 | |
| Late Fusion (heterog)fusion_type=heterogeneous2026.06 | 78.9 | — | |
| H-optimus-1Method Category=Single PFMs2026.06 | 78.2 | 85 | |
| H-optimus-1category=Single PFM2026.06 | 78.2 | — | |
| CONCHv1.5Method Category=Single PFMs2026.06 | 78 | 91 | |
| CONCHv1.5category=Single PFM2026.06 | 78 | — | |
| DICEPFM Usage=all five PFMs2026.06 | 77.2 | 89.9 | |
| DICEregularization=Gramian term2026.06 | 77.2 | — |