Diagnostic Classification on BRACS-7
0.889AUCPATHCTM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PATHCTMTIME=6.642026.05 | 0.889 | — | — | |
| MambaMIL+Backbone=CONCH2025.12 | 0.879 | 51.3 | 49.1 | |
| PAMBackbone=CONCH2025.12 | 0.876 | 50.8 | 48.6 | |
| ABMILBackbone=CONCH2025.12 | 0.875 | 49.7 | 48.6 | |
| MHIM-ABMILBackbone=CONCH2025.12 | 0.871 | 49.3 | 47.9 | |
| CLAMBackbone=CONCH2025.12 | 0.869 | 43.8 | 40.5 | |
| MambaMILBackbone=CONCH2025.12 | 0.869 | 49.4 | 48.5 | |
| 2DMambaMILBackbone=CONCH2025.12 | 0.869 | 46.9 | 45.6 | |
| TITANTIME=74.422026.05 | 0.8672 | — | — | |
| DSMILBackbone=CONCH2025.12 | 0.863 | 48.5 | 47.5 | |
| DTFDBackbone=CONCH2025.12 | 0.856 | 47.8 | 46.6 | |
| PRISMTIME=115.522026.05 | 0.8558 | — | — | |
| CHIEFTIME=20.112026.05 | 0.8517 | — | — | |
| MambaMIL+Backbone=PLIP2025.12 | 0.841 | 45.3 | 43.1 | |
| MeanMILBackbone=CONCH2025.12 | 0.837 | 44.5 | 43.6 | |
| RRTMILBackbone=PLIP2025.12 | 0.831 | 42.4 | 40.4 | |
| MaxMILBackbone=CONCH2025.12 | 0.831 | 43.9 | 43.1 | |
| RRTMILBackbone=CONCH2025.12 | 0.83 | 45.8 | 44.3 | |
| 2DMambaMILBackbone=PLIP2025.12 | 0.828 | 45.2 | 43 | |
| TransMILBackbone=CONCH2025.12 | 0.827 | 33.8 | 29.9 | |
| MHIM-ABMILBackbone=PLIP2025.12 | 0.824 | 41.2 | 40.1 | |
| ABMILBackbone=PLIP2025.12 | 0.823 | 43.1 | 43 | |
| DSMILBackbone=PLIP2025.12 | 0.823 | 41.7 | 39.5 | |
| MHIM-TransMILBackbone=CONCH2025.12 | 0.822 | 42.4 | 41.1 | |
| PAMBackbone=PLIP2025.12 | 0.82 | 42.1 | 41.2 | |
| MambaMILBackbone=PLIP2025.12 | 0.818 | 42 | 40.8 | |
| MambaMIL+Backbone=ResNet-502025.12 | 0.815 | 43.2 | 42.5 | |
| ReconMILFeature Extractor=CONCH v1.5 [8]2026.03 | 0.8142 | 51.16 | 42.28 | |
| CLAMBackbone=PLIP2025.12 | 0.813 | 41 | 39.5 | |
| 2DMambaMILBackbone=ResNet-502025.12 | 0.811 | 41.4 | 40.6 | |
| DTFDBackbone=PLIP2025.12 | 0.811 | 36.2 | 34.2 | |
| DTFDMILFeature Extractor=CONCH v1.5 [8]2026.03 | 0.8092 | 49.27 | 39.27 | |
| GIGAPATHTIME=221.112026.05 | 0.8086 | — | — | |
| ReconMILFeature Extractor=ResNet-50 [29]2026.03 | 0.8024 | 47.19 | 36.88 | |
| PAMBackbone=ResNet-502025.12 | 0.801 | 40.7 | 39.9 | |
| CLAMFeature Extractor=CONCH v1.5 [8]2026.03 | 0.7983 | 49.67 | 36.37 | |
| MambaMILBackbone=ResNet-502025.12 | 0.796 | 38.4 | 37.7 | |
| RRTMILFeature Extractor=CONCH v1.5 [8]2026.03 | 0.7952 | 48.54 | 37.94 | |
| MaxMILFeature Extractor=CONCH v1.5 [8]2026.03 | 0.7951 | 47.85 | 36.45 | |
| MambaMILFeature Extractor=ResNet-50 [29]2026.03 | 0.7944 | 46.68 | 35.37 | |
| CLAMFeature Extractor=ResNet-50 [29]2026.03 | 0.7933 | 44.48 | 37.57 | |
| ReconMILFeature Extractor=PLIP [34]2026.03 | 0.7922 | 46.78 | 36.26 | |
| DSMILFeature Extractor=CONCH v1.5 [8]2026.03 | 0.7873 | 46.76 | 35.65 | |
| RRTMILBackbone=ResNet-502025.12 | 0.787 | 33.8 | 29.3 | |
| MeanMILFeature Extractor=CONCH v1.5 [8]2026.03 | 0.7862 | 48.27 | 38.49 | |
| RRTMILFeature Extractor=PLIP [34]2026.03 | 0.7855 | 45.57 | 35.54 | |
| MHIM-ABMILFeature Extractor=CONCH v1.5 [8]2026.03 | 0.7841 | 51.24 | 41.53 | |
| MHIM-ABMILBackbone=ResNet-502025.12 | 0.784 | 29.9 | 26.2 | |
| MHIM-TransMILBackbone=PLIP2025.12 | 0.784 | 35.3 | 33.2 | |
| RRTMILFeature Extractor=ResNet-50 [29]2026.03 | 0.7825 | 44.16 | 34.07 | |
| MambaMILFeature Extractor=CONCH v1.5 [8]2026.03 | 0.7804 | 47.06 | 32.69 | |
| ABMILFeature Extractor=CONCH v1.5 [8]2026.03 | 0.7782 | 50.64 | 40.45 | |
| MHIM-ABMILFeature Extractor=PLIP [34]2026.03 | 0.7762 | 43.83 | 35.85 | |
| MeanMILBackbone=PLIP2025.12 | 0.776 | 35.7 | 34 | |
| DTFDBackbone=ResNet-502025.12 | 0.775 | 27.4 | 22 | |
| S4MILFeature Extractor=CONCH v1.5 [8]2026.03 | 0.7742 | 46.55 | 36.26 | |
| DTFDMILFeature Extractor=PLIP [34]2026.03 | 0.7713 | 42.55 | 34.74 | |
| ABMILFeature Extractor=PLIP [34]2026.03 | 0.7693 | 42.53 | 34.46 | |
| MHIM-ABMILFeature Extractor=ResNet-50 [29]2026.03 | 0.7692 | 43.56 | 35.96 | |
| DTFDMILFeature Extractor=ResNet-50 [29]2026.03 | 0.7692 | 41.35 | 34.35 | |
| MHIM-TransMILBackbone=ResNet-502025.12 | 0.766 | 33.2 | 30.4 | |
| S4MILFeature Extractor=ResNet-50 [29]2026.03 | 0.7646 | 44.06 | 33.68 | |
| CLAMBackbone=ResNet-502025.12 | 0.764 | 29.2 | 24.5 | |
| ABMILFeature Extractor=ResNet-50 [29]2026.03 | 0.7593 | 43.29 | 34.79 | |
| CLAMFeature Extractor=PLIP [34]2026.03 | 0.7593 | 40.78 | 31.06 | |
| TransMILBackbone=PLIP2025.12 | 0.755 | 30.4 | 26.8 | |
| S4MILFeature Extractor=PLIP [34]2026.03 | 0.7526 | 43.38 | 33.15 | |
| MaxMILBackbone=PLIP2025.12 | 0.751 | 30.8 | 27 | |
| ABMILBackbone=ResNet-502025.12 | 0.747 | 24.7 | 17.6 | |
| TransMILBackbone=ResNet-502025.12 | 0.746 | 29.5 | 28.1 | |
| MHIM-TransMILFeature Extractor=CONCH v1.5 [8]2026.03 | 0.7452 | 44.55 | 28.55 | |
| MHIM-TransMILFeature Extractor=ResNet-50 [29]2026.03 | 0.7434 | 42.62 | 26.82 | |
| DSMILBackbone=ResNet-502025.12 | 0.74 | 27.8 | 22.4 | |
| MeanMILFeature Extractor=PLIP [34]2026.03 | 0.7323 | 43.38 | 33.76 | |
| TransMILFeature Extractor=CONCH v1.5 [8]2026.03 | 0.7315 | 42.18 | 24.88 | |
| TransMILFeature Extractor=ResNet-50 [29]2026.03 | 0.7305 | 39.53 | 25.84 | |
| MHIM-TransMILFeature Extractor=PLIP [34]2026.03 | 0.7251 | 37.55 | 26.56 | |
| MaxMILBackbone=ResNet-502025.12 | 0.724 | 23.9 | 17 | |
| MaxMILFeature Extractor=PLIP [34]2026.03 | 0.7213 | 38.76 | 26.88 | |
| DSMILFeature Extractor=PLIP [34]2026.03 | 0.714 | 33.14 | 25.14 | |
| MeanMILBackbone=ResNet-502025.12 | 0.713 | 23 | 17.5 | |
| TransMILFeature Extractor=PLIP [34]2026.03 | 0.7122 | 35.36 | 24.07 | |
| MambaMILFeature Extractor=PLIP [34]2026.03 | 0.7052 | 33.07 | 23.87 | |
| MeanMILFeature Extractor=ResNet-50 [29]2026.03 | 0.6992 | 41.45 | 29.02 | |
| MaxMILFeature Extractor=ResNet-50 [29]2026.03 | 0.6733 | 36.81 | 27.13 | |
| DSMILFeature Extractor=ResNet-50 [29]2026.03 | 0.6702 | 35.88 | 24.96 |