Slide-level calibration on PANDA (test)
48.9NLLDICE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DICEMethod Category=Ours, Backbone Selection=All five PFMs2026.06 | 48.9 | 4.5 | |
| DICEregularization=Gramian term2026.06 | 48.9 | — | |
| Late Fusion (heterog)Method Category=Fusion Methods, Backbone Selection=All five PFMs2026.06 | 53.3 | 4.9 | |
| Late Fusion (heterog)fusion_type=heterogeneous2026.06 | 53.3 | — | |
| Late Fusion (homog)Method Category=Fusion Methods, Backbone Selection=Best test F1 PFM2026.06 | 53.8 | 4.9 | |
| Late Fusion (homog)fusion_type=homogeneous2026.06 | 53.8 | — | |
| Early FusionMethod Category=Fusion Methods2026.06 | 54.5 | 5 | |
| Early Fusioncategory=Fusion Methods2026.06 | 54.5 | — | |
| DICE (w/o reg)Method Category=Ours, Backbone Selection=All five PFMs2026.06 | 54.6 | 5 | |
| DICE (w/o reg)regularization=none2026.06 | 54.6 | — | |
| MC DropoutMethod Category=Single PFMs, Backbone Selection=Best test F1 PFM2026.06 | 56.3 | 5.1 | |
| MC Dropoutcategory=Uncertainty Estimation2026.06 | 56.3 | — | |
| Virchow2Method Category=Single PFMs2026.06 | 58 | 5.1 | |
| Virchow2category=Single PFM2026.06 | 58 | — | |
| H-optimus-1Method Category=Single PFMs2026.06 | 59.1 | 5.4 | |
| H-optimus-1category=Single PFM2026.06 | 59.1 | — | |
| UNI2-hMethod Category=Single PFMs2026.06 | 60 | 5.5 | |
| UNI2-hcategory=Single PFM2026.06 | 60 | — | |
| Hibou-LMethod Category=Single PFMs2026.06 | 62.6 | 5.6 | |
| Hibou-Lcategory=Single PFM2026.06 | 62.6 | — | |
| CONCHv1.5Method Category=Single PFMs2026.06 | 66.3 | 5.9 | |
| CONCHv1.5category=Single PFM2026.06 | 66.3 | — |