Molecular Prediction on BCNB-PR
83.2AUCMambaMIL+
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MambaMIL+Feature Extractor=CONCH2025.12 | 83.2 | 73.5 | 74.1 | |
| MHIM-ABMILFeature Extractor=CONCH2025.12 | 82.7 | 70.5 | 71.3 | |
| ABMILFeature Extractor=CONCH2025.12 | 82.4 | 72.5 | 73.3 | |
| 2DMambaMILFeature Extractor=CONCH2025.12 | 82.4 | 72.6 | 73.1 | |
| DTFDFeature Extractor=CONCH2025.12 | 81.6 | 66.3 | 67.9 | |
| RRTMILFeature Extractor=CONCH2025.12 | 81.5 | 65.9 | 67.6 | |
| MeanMILFeature Extractor=CONCH2025.12 | 81.4 | 68.2 | 69.3 | |
| CLAMFeature Extractor=CONCH2025.12 | 81.4 | 64 | 64.9 | |
| DSMILFeature Extractor=CONCH2025.12 | 81.2 | 68.9 | 70.4 | |
| MaxMILFeature Extractor=CONCH2025.12 | 81 | 67.4 | 68 | |
| PAMFeature Extractor=CONCH2025.12 | 80.1 | 67.5 | 68.7 | |
| MHIM-TransMILFeature Extractor=CONCH2025.12 | 79.6 | 66.6 | 66.9 | |
| TransMILFeature Extractor=CONCH2025.12 | 79.3 | 65.8 | 66.4 | |
| MambaMIL+Feature Extractor=PLIP2025.12 | 77.5 | 68.9 | 69.3 | |
| DTFDFeature Extractor=PLIP2025.12 | 76.4 | 59.3 | 58.6 | |
| MHIM-ABMILFeature Extractor=PLIP2025.12 | 76.3 | 62.4 | 61.7 | |
| CLAMFeature Extractor=PLIP2025.12 | 76.2 | 64 | 65 | |
| ABMILFeature Extractor=PLIP2025.12 | 76.2 | 61.4 | 61 | |
| RRTMILFeature Extractor=PLIP2025.12 | 76.2 | 61.1 | 58.8 | |
| MHIM-TransMILFeature Extractor=PLIP2025.12 | 75.6 | 62.1 | 60.9 | |
| MambaMIL+Feature Extractor=ResNet-502025.12 | 75.5 | 66.1 | 66.9 | |
| DSMILFeature Extractor=PLIP2025.12 | 75.4 | 60.4 | 57.7 | |
| PAMFeature Extractor=ResNet-502025.12 | 74.7 | 59.1 | 58.8 | |
| MaxMILFeature Extractor=PLIP2025.12 | 74.7 | 60.5 | 59.2 | |
| MambaMILFeature Extractor=ResNet-502025.12 | 74.3 | 58.7 | 58.7 | |
| 2DMambaMILFeature Extractor=PLIP2025.12 | 74.3 | 65.2 | 65.3 | |
| MHIM-ABMILFeature Extractor=ResNet-502025.12 | 74.2 | 60.2 | 59.4 | |
| PAMFeature Extractor=PLIP2025.12 | 74.2 | 66.6 | 66.6 | |
| MeanMILFeature Extractor=PLIP2025.12 | 74 | 62.3 | 62.6 | |
| DTFDFeature Extractor=ResNet-502025.12 | 73.9 | 58.8 | 58.4 | |
| RRTMILFeature Extractor=ResNet-502025.12 | 73.6 | 61.6 | 61.7 | |
| MambaMILFeature Extractor=PLIP2025.12 | 73.3 | 62.6 | 63.9 | |
| MambaMILFeature Extractor=CONCH2025.12 | 73.3 | 69.7 | 70.5 | |
| ABMILFeature Extractor=ResNet-502025.12 | 72.5 | 56.2 | 54.2 | |
| CLAMFeature Extractor=ResNet-502025.12 | 72.3 | 56 | 53.6 | |
| TransMILFeature Extractor=PLIP2025.12 | 71.9 | 62.2 | 61.4 | |
| MaxMILFeature Extractor=ResNet-502025.12 | 69 | 52.8 | 47.9 | |
| 2DMambaMILFeature Extractor=ResNet-502025.12 | 68.5 | 58.9 | 56.2 | |
| MeanMILFeature Extractor=ResNet-502025.12 | 66.9 | 51 | 45.2 | |
| MHIM-TransMILFeature Extractor=ResNet-502025.12 | 66 | 56.7 | 55.3 | |
| DSMILFeature Extractor=ResNet-502025.12 | 65.7 | 51.9 | 47.2 | |
| TransMILFeature Extractor=ResNet-502025.12 | 63.9 | 54.4 | 52.1 |