Molecular Prediction on BRCA-Molecular
78.7AUCMambaMIL+
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MambaMIL+Feature Extractor=CONCH2025.12 | 78.7 | 47.3 | 46.7 | |
| CLAMFeature Extractor=CONCH2025.12 | 77.6 | 43.4 | 41.3 | |
| PAMFeature Extractor=CONCH2025.12 | 77.5 | 41.2 | 39.6 | |
| ABMILFeature Extractor=CONCH2025.12 | 76.9 | 41.2 | 38.9 | |
| 2DMambaMILFeature Extractor=CONCH2025.12 | 76.6 | 45.5 | 44.2 | |
| MHIM-ABMILFeature Extractor=CONCH2025.12 | 76.5 | 41.6 | 40.3 | |
| MHIM-TransMILFeature Extractor=CONCH2025.12 | 76.5 | 41.6 | 40.3 | |
| RRTMILFeature Extractor=CONCH2025.12 | 76.3 | 42.9 | 40.8 | |
| MeanMILFeature Extractor=CONCH2025.12 | 76.2 | 43.7 | 43.9 | |
| DSMILFeature Extractor=CONCH2025.12 | 76.2 | 41 | 40.9 | |
| MambaMILFeature Extractor=CONCH2025.12 | 75.3 | 44.7 | 44.2 | |
| DTFDFeature Extractor=CONCH2025.12 | 75 | 41.2 | 38.8 | |
| TransMILFeature Extractor=CONCH2025.12 | 74.7 | 39.9 | 38.5 | |
| MambaMIL+Feature Extractor=PLIP2025.12 | 73.3 | 38 | 37.5 | |
| MaxMILFeature Extractor=CONCH2025.12 | 73.3 | 41.2 | 37.1 | |
| ABMILFeature Extractor=PLIP2025.12 | 73.1 | 36.5 | 33.8 | |
| MHIM-ABMILFeature Extractor=PLIP2025.12 | 72.8 | 37.7 | 36 | |
| RRTMILFeature Extractor=PLIP2025.12 | 72.7 | 34.3 | 31.3 | |
| CLAMFeature Extractor=PLIP2025.12 | 72.6 | 34.6 | 32.4 | |
| MeanMILFeature Extractor=PLIP2025.12 | 72.5 | 34.3 | 32.4 | |
| 2DMambaMILFeature Extractor=PLIP2025.12 | 72.4 | 35.5 | 34.2 | |
| PAMFeature Extractor=PLIP2025.12 | 72.3 | 35.8 | 31.2 | |
| DSMILFeature Extractor=PLIP2025.12 | 72.2 | 36.1 | 32.7 | |
| DTFDFeature Extractor=PLIP2025.12 | 72.2 | 35 | 32.8 | |
| MambaMIL+Feature Extractor=ResNet-502025.12 | 71.8 | 34.2 | 32.1 | |
| MambaMILFeature Extractor=PLIP2025.12 | 71.6 | 37.9 | 35.3 | |
| 2DMambaMILFeature Extractor=ResNet-502025.12 | 71.2 | 34.2 | 30.4 | |
| TransMILFeature Extractor=PLIP2025.12 | 70.7 | 36.1 | 31.8 | |
| MambaMILFeature Extractor=ResNet-502025.12 | 69.8 | 35.7 | 31.8 | |
| MaxMILFeature Extractor=PLIP2025.12 | 69.8 | 31.7 | 29.1 | |
| MHIM-ABMILFeature Extractor=ResNet-502025.12 | 69.5 | 30 | 26.2 | |
| MHIM-TransMILFeature Extractor=PLIP2025.12 | 69.5 | 33.6 | 28.5 | |
| CLAMFeature Extractor=ResNet-502025.12 | 68.9 | 28 | 25.2 | |
| RRTMILFeature Extractor=ResNet-502025.12 | 68.7 | 31.6 | 27.4 | |
| DSMILFeature Extractor=ResNet-502025.12 | 67.8 | 28.3 | 25.2 | |
| MeanMILFeature Extractor=ResNet-502025.12 | 67.3 | 28.1 | 24.5 | |
| ABMILFeature Extractor=ResNet-502025.12 | 66.6 | 28.4 | 24.6 | |
| DTFDFeature Extractor=ResNet-502025.12 | 65 | 24.2 | 18.9 | |
| PAMFeature Extractor=ResNet-502025.12 | 64.9 | 31.1 | 25.7 | |
| MHIM-TransMILFeature Extractor=ResNet-502025.12 | 64.2 | 26.8 | 20.7 | |
| TransMILFeature Extractor=ResNet-502025.12 | 63.1 | 24.4 | 17.9 | |
| MaxMILFeature Extractor=ResNet-502025.12 | 61.9 | 27 | 22.5 |