Whole Slide Image Classification on BRACS (Accuracy and Macro AUC)
67.6AccuracySRMIL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SRMILFeature Extractor=ResNet-502026.02 | 67.6 | 0.828 | |
| MambaMILFeature Extractor=ResNet-502026.02 | 67.1 | 0.821 | |
| PatchGCNFeature Extractor=ResNet-502026.02 | 66.7 | 0.837 | |
| SRMILFeature Extractor=ViT2026.02 | 66 | 0.839 | |
| PatchGCNFeature Extractor=ViT2026.02 | 65.1 | 0.819 | |
| RRTFeature Extractor=ResNet-502026.02 | 64.6 | 0.808 | |
| ACMILFeature Extractor=ResNet-502026.02 | 64.1 | 0.782 | |
| ABMILFeature Extractor=ResNet-502026.02 | 63.9 | 0.79 | |
| MHIM-MILFeature Extractor=ResNet-502026.02 | 63.4 | 0.773 | |
| TransMILFeature Extractor=ResNet-502026.02 | 63.4 | 0.802 | |
| MambaMILFeature Extractor=ViT2026.02 | 63.4 | 0.815 | |
| CLAM-MBFeature Extractor=ResNet-502026.02 | 62.3 | 0.794 | |
| DSMILFeature Extractor=ViT2026.02 | 62.3 | 0.795 | |
| CLAM-SBFeature Extractor=ResNet-502026.02 | 61.6 | 0.77 | |
| DTFD-MILFeature Extractor=ResNet-502026.02 | 61.4 | 0.788 | |
| CLAM-SBFeature Extractor=ViT2026.02 | 61.4 | 0.798 | |
| ACMILFeature Extractor=ViT2026.02 | 61.1 | 0.81 | |
| CLAM-MBFeature Extractor=ViT2026.02 | 60.5 | 0.783 | |
| DSMILFeature Extractor=ResNet-502026.02 | 60.2 | 0.785 | |
| TransMILFeature Extractor=ViT2026.02 | 60 | 0.773 | |
| RRTFeature Extractor=ViT2026.02 | 59.5 | 0.787 | |
| DTFD-MILFeature Extractor=ViT2026.02 | 59.3 | 0.788 | |
| ABMILFeature Extractor=ViT2026.02 | 58.6 | 0.796 | |
| MHIM-MILFeature Extractor=ViT2026.02 | 57.7 | 0.795 | |
| RaLMPHBackbone=DTFD-MIL-AFS [27]2026.06 | 53.4 | 0.845 | |
| EnsembleBackbone=DTFD-MIL-AFS [27]2026.06 | 52.1 | 0.838 | |
| RaLMPH w.o. JknBackbone=DTFD-MIL-AFS [27]2026.06 | 52.1 | 0.836 | |
| RaLMPH w.o. Adapt. K*Backbone=DTFD-MIL-AFS [27]2026.06 | 52.1 | 0.838 | |
| RaLMPH w.o. ΦBackbone=DTFD-MIL-AFS [27]2026.06 | 51.7 | 0.837 | |
| GLADBackbone=DTFD-MIL-AFS [27]2026.06 | 51.5 | 0.845 | |
| MVBackbone=DTFD-MIL-AFS [27]2026.06 | 51.2 | 0.844 | |
| NWVNCBackbone=DTFD-MIL-AFS [27]2026.06 | 51 | 0.819 | |
| DL-CLBackbone=DTFD-MIL-AFS [27]2026.06 | 49.6 | 0.833 | |
| RaLMPHBackbone=TransMIL [20]2026.06 | 49.4 | 0.807 | |
| GLADBackbone=TransMIL [20]2026.06 | 48.5 | 0.793 | |
| EnsembleBackbone=TransMIL [20]2026.06 | 48.2 | 0.783 | |
| RaLMPH w.o. Adapt. K*Backbone=TransMIL [20]2026.06 | 47.8 | 0.762 | |
| SLBackbone=DTFD-MIL-AFS [27]2026.06 | 47.8 | 0.826 | |
| IWBVTBackbone=DTFD-MIL-AFS [27]2026.06 | 47.8 | 0.826 | |
| NWVNCBackbone=TransMIL [20]2026.06 | 47.3 | 0.8 | |
| MVBackbone=TransMIL [20]2026.06 | 46.6 | 0.788 | |
| IWBVTBackbone=TransMIL [20]2026.06 | 46.4 | 0.762 | |
| RaLMPH w.o. JknBackbone=TransMIL [20]2026.06 | 46.4 | 0.78 | |
| KFNNBackbone=DTFD-MIL-AFS [27]2026.06 | 45.9 | 0.837 | |
| RaLMPH w.o. ΦBackbone=TransMIL [20]2026.06 | 45.8 | 0.774 | |
| SLBackbone=TransMIL [20]2026.06 | 45.7 | 0.772 | |
| KFNNBackbone=TransMIL [20]2026.06 | 45.7 | 0.783 | |
| DL-CLBackbone=TransMIL [20]2026.06 | 45.1 | 0.753 |