Molecular Prediction on BCNB-ER
89.8AUCMambaMIL+
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MambaMIL+Feature Extractor=CONCH2025.12 | 89.8 | 79.5 | 78.1 | |
| DTFDFeature Extractor=CONCH2025.12 | 89 | 76.6 | 77.6 | |
| MaxMILFeature Extractor=CONCH2025.12 | 88.8 | 76.7 | 76.3 | |
| DSMILFeature Extractor=CONCH2025.12 | 88.7 | 76.6 | 77.5 | |
| MHIM-ABMILFeature Extractor=CONCH2025.12 | 88.5 | 72.1 | 74.4 | |
| CLAMFeature Extractor=CONCH2025.12 | 88.4 | 72.1 | 72.3 | |
| ABMILFeature Extractor=CONCH2025.12 | 88.4 | 76.4 | 77 | |
| PAMFeature Extractor=CONCH2025.12 | 87.8 | 67.5 | 70.3 | |
| TransMILFeature Extractor=CONCH2025.12 | 87.2 | 69.9 | 69.8 | |
| MeanMILFeature Extractor=CONCH2025.12 | 87.1 | 71.4 | 72.8 | |
| 2DMambaMILFeature Extractor=CONCH2025.12 | 87 | 72.7 | 73.7 | |
| MHIM-TransMILFeature Extractor=CONCH2025.12 | 86.8 | 74.1 | 74.4 | |
| MambaMILFeature Extractor=CONCH2025.12 | 86.6 | 73.9 | 74.7 | |
| RRTMILFeature Extractor=CONCH2025.12 | 86.3 | 73.2 | 72.6 | |
| MambaMIL+Feature Extractor=PLIP2025.12 | 84.9 | 71.9 | 71.5 | |
| MHIM-ABMILFeature Extractor=PLIP2025.12 | 84.1 | 68.1 | 70.3 | |
| DTFDFeature Extractor=PLIP2025.12 | 83.7 | 69.4 | 69.8 | |
| PAMFeature Extractor=PLIP2025.12 | 83.4 | 72.2 | 72.3 | |
| ABMILFeature Extractor=PLIP2025.12 | 83.2 | 72.9 | 71.4 | |
| MambaMIL+Feature Extractor=ResNet-502025.12 | 82.9 | 69.9 | 70.8 | |
| RRTMILFeature Extractor=PLIP2025.12 | 82.8 | 70.3 | 69.2 | |
| MaxMILFeature Extractor=PLIP2025.12 | 82.4 | 68 | 69.3 | |
| DSMILFeature Extractor=PLIP2025.12 | 82.4 | 70.5 | 72.1 | |
| MambaMILFeature Extractor=PLIP2025.12 | 82.4 | 67 | 67.4 | |
| 2DMambaMILFeature Extractor=PLIP2025.12 | 82.4 | 64.7 | 64 | |
| CLAMFeature Extractor=PLIP2025.12 | 81.9 | 72.1 | 71.3 | |
| PAMFeature Extractor=ResNet-502025.12 | 81.5 | 63.9 | 65.7 | |
| 2DMambaMILFeature Extractor=ResNet-502025.12 | 81.5 | 69.1 | 70.2 | |
| MambaMILFeature Extractor=ResNet-502025.12 | 81.2 | 68.9 | 70.4 | |
| MHIM-TransMILFeature Extractor=PLIP2025.12 | 81.2 | 65.8 | 67.4 | |
| DTFDFeature Extractor=ResNet-502025.12 | 81.1 | 66.5 | 68.2 | |
| ABMILFeature Extractor=ResNet-502025.12 | 80.8 | 64.5 | 65.9 | |
| RRTMILFeature Extractor=ResNet-502025.12 | 80.5 | 64.3 | 65.5 | |
| MHIM-ABMILFeature Extractor=ResNet-502025.12 | 80.1 | 66.6 | 68 | |
| MeanMILFeature Extractor=PLIP2025.12 | 80.1 | 66 | 67.3 | |
| MaxMILFeature Extractor=ResNet-502025.12 | 79.2 | 57.7 | 57.3 | |
| CLAMFeature Extractor=ResNet-502025.12 | 78.8 | 64.4 | 65.8 | |
| TransMILFeature Extractor=PLIP2025.12 | 77.9 | 64.4 | 63.5 | |
| DSMILFeature Extractor=ResNet-502025.12 | 77.4 | 56 | 55 | |
| TransMILFeature Extractor=ResNet-502025.12 | 76.9 | 66.2 | 63.2 | |
| MHIM-TransMILFeature Extractor=ResNet-502025.12 | 76.7 | 60.1 | 59.1 | |
| MeanMILFeature Extractor=ResNet-502025.12 | 73.2 | 54.6 | 53 |