Slide-level classification on PANDA held-out (test)
76.6F1 ScoreDICE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DICEPFM Usage=all five PFMs2026.06 | 76.6 | 96.7 | |
| DICEregularization=Gramian term2026.06 | 76.6 | — | |
| Late Fusion (homog)Method Category=Fusion Methods, PFM Usage=highest test F1 PFM2026.06 | 73.8 | 95.9 | |
| Late Fusion (homog)category=Fusion Methods, fusion_type=homogeneous2026.06 | 73.8 | — | |
| Early FusionMethod Category=Fusion Methods2026.06 | 73.6 | 96 | |
| DICE (w/o reg)PFM Usage=all five PFMs2026.06 | 73.6 | 96.1 | |
| Early Fusioncategory=Fusion Methods2026.06 | 73.6 | — | |
| DICE (w/o reg)regularization=none2026.06 | 73.6 | — | |
| Late Fusion (heterog)Method Category=Fusion Methods, PFM Usage=all five PFMs2026.06 | 73.4 | 96 | |
| Late Fusion (heterog)category=Fusion Methods, fusion_type=heterogeneous2026.06 | 73.4 | — | |
| Virchow2Method Category=Single PFMs2026.06 | 72.8 | 95.7 | |
| Virchow2category=Single PFM2026.06 | 72.8 | — | |
| MC DropoutMethod Category=Single PFMs, PFM Usage=highest test F1 PFM2026.06 | 72.3 | 95.7 | |
| MC Dropoutcategory=Uncertainty Estimation2026.06 | 72.3 | — | |
| H-optimus-1Method Category=Single PFMs2026.06 | 71.2 | 95.3 | |
| H-optimus-1category=Single PFM2026.06 | 71.2 | — | |
| Hibou-LMethod Category=Single PFMs2026.06 | 69.9 | 94.8 | |
| Hibou-Lcategory=Single PFM2026.06 | 69.9 | — | |
| UNI2-hMethod Category=Single PFMs2026.06 | 69.7 | 95.1 | |
| UNI2-hcategory=Single PFM2026.06 | 69.7 | — | |
| CONCHv1.5Method Category=Single PFMs2026.06 | 68.7 | 94.3 | |
| CONCHv1.5category=Single PFM2026.06 | 68.7 | — |