Diagnostic Classification on BRACS
77.1AUCReconMIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ReconMILFeature Extractor=CONCH v1.5 [8]2026.03 | 77.1 | 37.9 | 31.9 | |
| RRTMILFeature Extractor=CONCH v1.5 [8]2026.03 | 76.8 | 34.2 | 22.5 | |
| MambaMILFeature Extractor=CONCH v1.5 [8]2026.03 | 76.6 | 34.5 | 27.7 | |
| DTFDMILFeature Extractor=CONCH v1.5 [8]2026.03 | 76.3 | 34.5 | 27.4 | |
| MHIM-ABMILFeature Extractor=CONCH v1.5 [8]2026.03 | 76.1 | 37 | 28.7 | |
| ABMILFeature Extractor=CONCH v1.5 [8]2026.03 | 75.6 | 36.8 | 27.4 | |
| DSMILFeature Extractor=CONCH v1.5 [8]2026.03 | 74.9 | 37.2 | 29.9 | |
| ReconMILFeature Extractor=PLIP [34]2026.03 | 74.4 | 35.2 | 30.3 | |
| MambaMILFeature Extractor=ResNet-50 [29]2026.03 | 74.1 | 31.2 | 27.9 | |
| ReconMILFeature Extractor=ResNet-50 [29]2026.03 | 74.1 | 33 | 27 | |
| CLAMFeature Extractor=CONCH v1.5 [8]2026.03 | 74 | 36.8 | 25.3 | |
| CLAMFeature Extractor=ResNet-50 [29]2026.03 | 73.2 | 36.8 | 32.3 | |
| MambaMILFeature Extractor=PLIP [34]2026.03 | 72.8 | 29.2 | 27.3 | |
| MHIM-TransMILFeature Extractor=CONCH v1.5 [8]2026.03 | 72.5 | 36.8 | 28.5 | |
| S4MILFeature Extractor=CONCH v1.5 [8]2026.03 | 72.5 | 33.3 | 22.5 | |
| MHIM-ABMILFeature Extractor=ResNet-50 [29]2026.03 | 72 | 34.2 | 25.9 | |
| ABMILFeature Extractor=ResNet-50 [29]2026.03 | 71.5 | 33.3 | 26.1 | |
| RRTMILFeature Extractor=PLIP [34]2026.03 | 71.5 | 28.4 | 24.2 | |
| TransMILFeature Extractor=CONCH v1.5 [8]2026.03 | 71.4 | 36.8 | 27.6 | |
| DTFDMILFeature Extractor=ResNet-50 [29]2026.03 | 70.9 | 29.9 | 24.3 | |
| DSMILFeature Extractor=ResNet-50 [29]2026.03 | 70.5 | 34.5 | 27.9 | |
| DTFDMILFeature Extractor=PLIP [34]2026.03 | 70.1 | 26.4 | 23.8 | |
| MHIM-ABMILFeature Extractor=PLIP [34]2026.03 | 69.8 | 30.3 | 26.9 | |
| MaxMILFeature Extractor=CONCH v1.5 [8]2026.03 | 69.2 | 33.3 | 26.3 | |
| S4MILFeature Extractor=ResNet-50 [29]2026.03 | 69.1 | 31 | 18 | |
| ABMILFeature Extractor=PLIP [34]2026.03 | 69.1 | 29.9 | 26.8 | |
| RRTMILFeature Extractor=ResNet-50 [29]2026.03 | 68.4 | 31.2 | 19.6 | |
| MHIM-TransMILFeature Extractor=PLIP [34]2026.03 | 68.2 | 29 | 25.8 | |
| MHIM-TransMILFeature Extractor=ResNet-50 [29]2026.03 | 67.3 | 33.2 | 19.3 | |
| TransMILFeature Extractor=PLIP [34]2026.03 | 67.1 | 28.7 | 25.1 | |
| TransMILFeature Extractor=ResNet-50 [29]2026.03 | 66.4 | 32.2 | 18.9 | |
| CLAMFeature Extractor=PLIP [34]2026.03 | 65.6 | 31 | 22.9 | |
| MeanMILFeature Extractor=ResNet-50 [29]2026.03 | 65.2 | 36.8 | 22.8 | |
| S4MILFeature Extractor=PLIP [34]2026.03 | 64.3 | 26.4 | 19.7 | |
| MaxMILFeature Extractor=ResNet-50 [29]2026.03 | 63.5 | 26.4 | 26.9 | |
| MeanMILFeature Extractor=CONCH v1.5 [8]2026.03 | 62.8 | 33.3 | 19.1 | |
| MeanMILFeature Extractor=PLIP [34]2026.03 | 61.2 | 32.2 | 23.2 | |
| DSMILFeature Extractor=PLIP [34]2026.03 | 61.2 | 17.2 | 14.4 | |
| MaxMILFeature Extractor=PLIP [34]2026.03 | 59 | 19.5 | 17.8 |