Molecular Prediction on BRCA-TP53
84.6AUC (%)MambaMIL+
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MambaMIL+Feature Extractor=CONCH2025.12 | 84.6 | 75.7 | 76.5 | |
| DTFDFeature Extractor=CONCH2025.12 | 84 | 74.9 | 76.1 | |
| MeanMILFeature Extractor=CONCH2025.12 | 83.7 | 75.6 | 76.2 | |
| MHIM-ABMILFeature Extractor=CONCH2025.12 | 83.4 | 75 | 75.3 | |
| MHIM-TransMILFeature Extractor=CONCH2025.12 | 83.4 | 75 | 75.3 | |
| PAMFeature Extractor=CONCH2025.12 | 83.3 | 75.4 | 75.6 | |
| RRTMILFeature Extractor=CONCH2025.12 | 83 | 75.1 | 74 | |
| MaxMILFeature Extractor=CONCH2025.12 | 82.9 | 72 | 71.4 | |
| ABMILFeature Extractor=CONCH2025.12 | 82.9 | 75.6 | 76.1 | |
| DSMILFeature Extractor=CONCH2025.12 | 82.9 | 74.3 | 75.4 | |
| CLAMFeature Extractor=CONCH2025.12 | 82.2 | 73.7 | 73.9 | |
| TransMILFeature Extractor=CONCH2025.12 | 82.2 | 73.9 | 71.6 | |
| MambaMILFeature Extractor=CONCH2025.12 | 82.1 | 72.7 | 72.1 | |
| 2DMambaMILFeature Extractor=CONCH2025.12 | 80.5 | 73.9 | 74.5 | |
| MambaMIL+Feature Extractor=PLIP2025.12 | 79 | 71 | 71.2 | |
| MHIM-ABMILFeature Extractor=PLIP2025.12 | 78.5 | 70.9 | 70.8 | |
| DSMILFeature Extractor=PLIP2025.12 | 78.4 | 68.6 | 67.8 | |
| ABMILFeature Extractor=PLIP2025.12 | 78.3 | 70.7 | 70 | |
| PAMFeature Extractor=PLIP2025.12 | 78.2 | 69.4 | 68.2 | |
| DTFDFeature Extractor=PLIP2025.12 | 77.9 | 69.8 | 68.5 | |
| CLAMFeature Extractor=PLIP2025.12 | 77.8 | 70.9 | 70.3 | |
| RRTMILFeature Extractor=PLIP2025.12 | 77.6 | 67.2 | 67 | |
| MeanMILFeature Extractor=PLIP2025.12 | 77.3 | 67.3 | 68.2 | |
| 2DMambaMILFeature Extractor=PLIP2025.12 | 76.2 | 70.7 | 70.9 | |
| MaxMILFeature Extractor=PLIP2025.12 | 76 | 64.4 | 63.8 | |
| MambaMILFeature Extractor=PLIP2025.12 | 75.7 | 71.3 | 70.7 | |
| MHIM-TransMILFeature Extractor=PLIP2025.12 | 75 | 64.9 | 65.1 | |
| TransMILFeature Extractor=PLIP2025.12 | 74.6 | 65.8 | 66 | |
| MambaMIL+Feature Extractor=ResNet-502025.12 | 72.5 | 68 | 68.3 | |
| RRTMILFeature Extractor=ResNet-502025.12 | 72.3 | 64.8 | 63.6 | |
| PAMFeature Extractor=ResNet-502025.12 | 72.3 | 64.6 | 62.2 | |
| MHIM-ABMILFeature Extractor=ResNet-502025.12 | 71.4 | 64.7 | 64.9 | |
| CLAMFeature Extractor=ResNet-502025.12 | 71 | 63.8 | 63.6 | |
| MambaMILFeature Extractor=ResNet-502025.12 | 71 | 65.1 | 65.8 | |
| DSMILFeature Extractor=ResNet-502025.12 | 69.6 | 58.7 | 53.6 | |
| ABMILFeature Extractor=ResNet-502025.12 | 69.2 | 59.2 | 55.6 | |
| MHIM-TransMILFeature Extractor=ResNet-502025.12 | 68.7 | 64.1 | 64.3 | |
| MeanMILFeature Extractor=ResNet-502025.12 | 68.5 | 56.2 | 51.3 | |
| 2DMambaMILFeature Extractor=ResNet-502025.12 | 68.2 | 63.3 | 60.9 | |
| TransMILFeature Extractor=ResNet-502025.12 | 67.8 | 60.7 | 58.5 | |
| DTFDFeature Extractor=ResNet-502025.12 | 67.5 | 55 | 50 | |
| MaxMILFeature Extractor=ResNet-502025.12 | 65.8 | 52.7 | 46.5 |