Classification on Fuzhou-CRC-KRAS
77.9AUC (%)MambaMIL+
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MambaMIL+Feature Extractor=CONCH2025.12 | 77.9 | 70.1 | 69.8 | |
| MHIM-ABMILFeature Extractor=CONCH2025.12 | 76.3 | 69.7 | 68.6 | |
| ABMILFeature Extractor=CONCH2025.12 | 76.2 | 69.3 | 68.8 | |
| MambaMILFeature Extractor=CONCH2025.12 | 75.7 | 68.8 | 68.7 | |
| CLAMFeature Extractor=CONCH2025.12 | 75.6 | 66.8 | 64.9 | |
| RRTMILFeature Extractor=CONCH2025.12 | 74.6 | 68 | 66.5 | |
| PAMFeature Extractor=CONCH2025.12 | 74.5 | 66.7 | 65.6 | |
| DTFDFeature Extractor=CONCH2025.12 | 74.4 | 67 | 66.8 | |
| MHIM-TransMILFeature Extractor=CONCH2025.12 | 72.4 | 68.5 | 67.8 | |
| DSMILFeature Extractor=CONCH2025.12 | 71.7 | 67 | 66.8 | |
| 2DMambaMILFeature Extractor=CONCH2025.12 | 71.6 | 64.9 | 62.7 | |
| MambaMIL+Feature Extractor=PLIP2025.12 | 70.6 | 64.5 | 63.6 | |
| MeanMILFeature Extractor=CONCH2025.12 | 70.6 | 62.1 | 59.8 | |
| TransMILFeature Extractor=CONCH2025.12 | 70.5 | 59.3 | 53 | |
| DTFDFeature Extractor=PLIP2025.12 | 70.3 | 64 | 62.6 | |
| RRTMILFeature Extractor=PLIP2025.12 | 69.2 | 62.1 | 58 | |
| ABMILFeature Extractor=PLIP2025.12 | 68.9 | 63.7 | 62.2 | |
| CLAMFeature Extractor=PLIP2025.12 | 67.5 | 61.6 | 60.7 | |
| MaxMILFeature Extractor=CONCH2025.12 | 67.3 | 61.8 | 60.6 | |
| MHIM-ABMILFeature Extractor=PLIP2025.12 | 66.9 | 59.7 | 55 | |
| MambaMILFeature Extractor=PLIP2025.12 | 65.5 | 60.1 | 57.5 | |
| PAMFeature Extractor=PLIP2025.12 | 65 | 59.2 | 56 | |
| TransMILFeature Extractor=PLIP2025.12 | 64.8 | 58.6 | 57 | |
| MambaMIL+Feature Extractor=ResNet-502025.12 | 64.7 | 60.9 | 60 | |
| DSMILFeature Extractor=PLIP2025.12 | 64.4 | 57.3 | 53.5 | |
| MaxMILFeature Extractor=PLIP2025.12 | 64.3 | 56.1 | 50.2 | |
| CLAMFeature Extractor=ResNet-502025.12 | 62.9 | 56.9 | 54.7 | |
| RRTMILFeature Extractor=ResNet-502025.12 | 62.5 | 55.8 | 48.5 | |
| MeanMILFeature Extractor=PLIP2025.12 | 62.4 | 54.5 | 50.7 | |
| MHIM-ABMILFeature Extractor=ResNet-502025.12 | 62.3 | 58.4 | 57.7 | |
| MHIM-TransMILFeature Extractor=PLIP2025.12 | 60.8 | 55.2 | 51.4 | |
| PAMFeature Extractor=ResNet-502025.12 | 60.4 | 53 | 47.3 | |
| MambaMILFeature Extractor=ResNet-502025.12 | 58.2 | 57.7 | 53.5 | |
| TransMILFeature Extractor=ResNet-502025.12 | 58.1 | 52.3 | 42.2 | |
| 2DMambaMILFeature Extractor=PLIP2025.12 | 58.1 | 53.9 | 44.1 | |
| MHIM-TransMILFeature Extractor=ResNet-502025.12 | 57.9 | 55.4 | 50.4 | |
| 2DMambaMILFeature Extractor=ResNet-502025.12 | 56.4 | 52.4 | 47.6 | |
| MaxMILFeature Extractor=ResNet-502025.12 | 55.8 | 51 | 42.7 | |
| DTFDFeature Extractor=ResNet-502025.12 | 55.8 | 50.9 | 40.9 | |
| MeanMILFeature Extractor=ResNet-502025.12 | 53.7 | 49.9 | 35.5 | |
| ABMILFeature Extractor=ResNet-502025.12 | 52.1 | 50 | 33.7 | |
| DSMILFeature Extractor=ResNet-502025.12 | 52.1 | 52.5 | 42 |