Cancer Subtyping on BRACS-7
0.893AUCPATHCTM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PATHCTMFE Model=UNI(V2)2026.05 | 0.893 | — | 362 | 8.28 | |
| PATHCTMFE Model=CONCH(V1.5)2026.05 | 0.889 | — | 224 | 6.64 | |
| ABMILFE Model=CONCH(V1.5)2026.05 | 0.886 | — | 2,605 | 74.41 | |
| RRTFE Model=UNI(V2)2026.05 | 0.879 | — | 11,929 | 264.34 | |
| WIKGFE Model=UNI(V2)2026.05 | 0.871 | — | 11,929 | 264.36 | |
| CLAMFE Model=UNI(V2)2026.05 | 0.87 | — | 11,929 | 264.33 | |
| ABMILFE Model=UNI(V2)2026.05 | 0.869 | — | 11,929 | 264.33 | |
| DSMILFE Model=UNI(V2)2026.05 | 0.869 | — | 11,929 | 264.33 | |
| CLAMFE Model=CONCH(V1.5)2026.05 | 0.862 | — | 2,605 | 74.41 | |
| TRANSMILFE Model=CONCH(V1.5)2026.05 | 0.861 | — | 2,605 | 74.41 | |
| RRTFE Model=CONCH(V1.5)2026.05 | 0.86 | — | 2,605 | 74.41 | |
| ZOOMMILFE Model=UNI(V2)2026.05 | 0.86 | — | 911 | 21.04 | |
| ZOOMMILFE Model=CONCH(V1.5)2026.05 | 0.855 | — | 400 | 11.79 | |
| DSMILFE Model=CONCH(V1.5)2026.05 | 0.853 | — | 2,605 | 74.41 | |
| TRANSMILFE Model=UNI(V2)2026.05 | 0.853 | — | 11,929 | 264.34 | |
| WIKGFE Model=CONCH(V1.5)2026.05 | 0.844 | — | 2,605 | 74.41 | |
| EAGLEFE Model=CONCH(V1.5)2026.05 | 0.825 | — | 756 | 22.28 | |
| HDMILFE Model=UNI(V2)2026.05 | 0.821 | — | 3,632 | 80.51 | |
| MambaMILFeature Extractor=ResNet-502024.03 | 0.804 | 50.6 | — | — | |
| MambaMILFeature Extractor=PLIP2024.03 | 0.803 | 49.8 | — | — | |
| EAGLEFE Model=UNI(V2)2026.05 | 0.803 | — | 935 | 21.59 | |
| DTFDMILFeature Extractor=PLIP2024.03 | 0.799 | 48.6 | — | — | |
| ABMILFeature Extractor=PLIP2024.03 | 0.797 | 48.7 | — | — | |
| CLAM-MBFeature Extractor=ResNet-502024.03 | 0.78 | 45.7 | — | — | |
| CLAM-MBFeature Extractor=PLIP2024.03 | 0.78 | 46.9 | — | — | |
| S4MILFeature Extractor=PLIP2024.03 | 0.776 | 46.9 | — | — | |
| DSMILFeature Extractor=PLIP2024.03 | 0.771 | 47.8 | — | — | |
| HDMILFE Model=CONCH(V1.5)2026.05 | 0.769 | — | 882 | 25.21 | |
| DSMILFeature Extractor=ResNet-502024.03 | 0.768 | 45.2 | — | — | |
| ABMILFeature Extractor=ResNet-502024.03 | 0.765 | 39.3 | — | — | |
| S4MILFeature Extractor=ResNet-502024.03 | 0.76 | 42.2 | — | — | |
| DTFDMILFeature Extractor=ResNet-502024.03 | 0.758 | 44.8 | — | — | |
| HAG-MILFE Model=CONCH(V1.5)2026.05 | 0.757 | — | 895 | 26.37 | |
| HAG-MILFE Model=UNI(V2)2026.05 | 0.757 | — | 895 | 20.67 | |
| Mean-PoolingFeature Extractor=ResNet-502024.03 | 0.756 | 39.6 | — | — | |
| Mean-PoolingFeature Extractor=PLIP2024.03 | 0.744 | 45.4 | — | — | |
| Max-PoolingFeature Extractor=PLIP2024.03 | 0.72 | 36.5 | — | — | |
| Max-PoolingFeature Extractor=ResNet-502024.03 | 0.707 | 38.9 | — | — | |
| TransMILFeature Extractor=PLIP2024.03 | 0.705 | 32.8 | — | — | |
| TransMILFeature Extractor=ResNet-502024.03 | 0.699 | 36.3 | — | — |