Classification on CRC-Molecular TCGA cohort
83.6AUCMambaMIL+
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MambaMIL+Feature Extractor=CONCH2025.12 | 83.6 | 58.2 | 59.3 | |
| ABMILFeature Extractor=CONCH2025.12 | 83.2 | 56.4 | 56.8 | |
| CLAMFeature Extractor=CONCH2025.12 | 83.1 | 56.6 | 56.6 | |
| PAMFeature Extractor=CONCH2025.12 | 82.7 | 55.9 | 56.6 | |
| 2DMambaMILFeature Extractor=CONCH2025.12 | 82.6 | 54.7 | 55.5 | |
| MHIM-ABMILFeature Extractor=CONCH2025.12 | 82.4 | 55.1 | 54.9 | |
| MambaMILFeature Extractor=CONCH2025.12 | 82 | 56.9 | 56.1 | |
| DSMILFeature Extractor=CONCH2025.12 | 81.7 | 56.1 | 55.3 | |
| DTFDFeature Extractor=CONCH2025.12 | 81.5 | 55.1 | 54.7 | |
| MeanMILFeature Extractor=CONCH2025.12 | 80.5 | 54.1 | 54.1 | |
| RRTMILFeature Extractor=CONCH2025.12 | 80.4 | 54 | 54.9 | |
| TransMILFeature Extractor=CONCH2025.12 | 77.1 | 46.8 | 43.1 | |
| MaxMILFeature Extractor=CONCH2025.12 | 77 | 50 | 49.7 | |
| MHIM-TransMILFeature Extractor=CONCH2025.12 | 76.2 | 47.1 | 44.5 | |
| MambaMIL+Feature Extractor=PLIP2025.12 | 74.9 | 48.9 | 48.8 | |
| MambaMIL+Feature Extractor=ResNet-502025.12 | 74.7 | 46.1 | 45.2 | |
| RRTMILFeature Extractor=PLIP2025.12 | 74.3 | 48.1 | 49.1 | |
| 2DMambaMILFeature Extractor=PLIP2025.12 | 73.8 | 48.7 | 48 | |
| MeanMILFeature Extractor=PLIP2025.12 | 73.3 | 46.1 | 47.3 | |
| MHIM-ABMILFeature Extractor=PLIP2025.12 | 72.8 | 45.6 | 46.1 | |
| CLAMFeature Extractor=PLIP2025.12 | 71.9 | 48.6 | 48.5 | |
| ABMILFeature Extractor=PLIP2025.12 | 71.5 | 45.1 | 45.7 | |
| MambaMILFeature Extractor=PLIP2025.12 | 70.7 | 46.9 | 45.9 | |
| PAMFeature Extractor=PLIP2025.12 | 69.9 | 40.6 | 40.8 | |
| DSMILFeature Extractor=PLIP2025.12 | 69.5 | 39 | 36.4 | |
| DTFDFeature Extractor=PLIP2025.12 | 67.5 | 38.2 | 37.2 | |
| 2DMambaMILFeature Extractor=ResNet-502025.12 | 67.4 | 37.4 | 34.5 | |
| PAMFeature Extractor=ResNet-502025.12 | 67.3 | 41.4 | 41 | |
| MambaMILFeature Extractor=ResNet-502025.12 | 66.2 | 36 | 33.3 | |
| RRTMILFeature Extractor=ResNet-502025.12 | 64.5 | 33.1 | 29.7 | |
| MaxMILFeature Extractor=PLIP2025.12 | 64 | 32.2 | 28.9 | |
| MHIM-TransMILFeature Extractor=PLIP2025.12 | 63 | 38 | 36.4 | |
| TransMILFeature Extractor=PLIP2025.12 | 62.9 | 32.2 | 30 | |
| CLAMFeature Extractor=ResNet-502025.12 | 62.6 | 30.4 | 24.7 | |
| MHIM-TransMILFeature Extractor=ResNet-502025.12 | 62 | 32.4 | 28 | |
| MeanMILFeature Extractor=ResNet-502025.12 | 61.9 | 30.2 | 24.3 | |
| MHIM-ABMILFeature Extractor=ResNet-502025.12 | 61.4 | 27.6 | 20.9 | |
| ABMILFeature Extractor=ResNet-502025.12 | 59.7 | 26.4 | 18.1 | |
| TransMILFeature Extractor=ResNet-502025.12 | 59.1 | 29.2 | 27 | |
| MaxMILFeature Extractor=ResNet-502025.12 | 59 | 28.3 | 22.6 | |
| DSMILFeature Extractor=ResNet-502025.12 | 58 | 28.7 | 21.6 | |
| DTFDFeature Extractor=ResNet-502025.12 | 57.9 | 27 | 19 |