WSI Classification on NTUH-Ki67-Liver (5-fold cross-val)
92.8Balanced AccStainNet-Base
Evaluation results
| Method | Links | |
|---|---|---|
| StainNet-BaseMIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 92.8 | |
| UNI-2MIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 92.2 | |
| UNI-2MIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 92.2 | |
| Virchow-2MIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 92.2 | |
| StainNet-BaseMIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 92.1 | |
| StainNet-SmallMIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 91.6 | |
| Virchow-2MIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 91.5 | |
| UNIMIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 91.4 | |
| Prov-GigaPathMIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 91.3 | |
| UNI-2MIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 90.9 | |
| UNIMIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 90.8 | |
| UNI-2MIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 90.7 | |
| Virchow-2MIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 90.7 | |
| PathOrchestraMIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 90.5 | |
| Prov-GigaPathMIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 90.5 | |
| GPFMMIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 90 | |
| GPFMMIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 90 | |
| StainNet-BaseMIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 90 | |
| GPFMMIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 89.9 | |
| H-optimus-0MIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 89.9 | |
| StainNet-SmallMIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 89.6 | |
| Virchow-2MIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 89.5 | |
| StainNet-BaseMIL encoder=Overall, slide-level fine-tuning=true2025.12 | 89.3 | |
| StainNet-SmallMIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 89.2 | |
| StainNet-BaseMIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 89.2 | |
| LunitMIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 89.1 | |
| UNIMIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 89.1 | |
| UNIMIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 89 | |
| Virchow-2MIL encoder=Overall, slide-level fine-tuning=true2025.12 | 88.95 | |
| H-optimus-0MIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 88.9 | |
| H-optimus-0MIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 88.8 | |
| StainNet-BaseMIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 88.7 | |
| UNIMIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 88.6 | |
| Prov-GigaPathMIL encoder=Overall, slide-level fine-tuning=true2025.12 | 88.47 | |
| Virchow-2MIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 88.4 | |
| Prov-GigaPathMIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 88.4 | |
| UNI-2MIL encoder=Overall, slide-level fine-tuning=true2025.12 | 88.33 | |
| StainNet-SmallMIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 88.3 | |
| PathOrchestraMIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 87.8 | |
| Prov-GigaPathMIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 87.8 | |
| StainNet-SmallMIL encoder=Overall, slide-level fine-tuning=true2025.12 | 87.68 | |
| GPFMMIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 87.6 | |
| Prov-GigaPathMIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 87.6 | |
| UNIMIL encoder=Overall, slide-level fine-tuning=true2025.12 | 87.55 | |
| StainNet-SmallMIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 87.3 | |
| LunitMIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 87.2 | |
| LunitMIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 87.2 | |
| GPFMMIL encoder=Overall, slide-level fine-tuning=true2025.12 | 86.3 | |
| LunitMIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 86.2 | |
| PathOrchestraMIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 86.1 | |
| CTransPathMIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 86 | |
| H-optimus-0MIL encoder=Overall, slide-level fine-tuning=true2025.12 | 85.92 | |
| H-optimus-0MIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 85.9 | |
| CTransPathMIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 85.8 | |
| Prov-GigaPathMIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 85.2 | |
| PathOrchestraMIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 85 | |
| GPFMMIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 84.9 | |
| LunitMIL encoder=Overall, slide-level fine-tuning=true2025.12 | 84.7 | |
| HIPTMIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 84.3 | |
| UNI-2MIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 84.2 | |
| H-optimus-0MIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 84.1 | |
| ResNet-50MIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 83.8 | |
| LunitMIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 83.8 | |
| PathOrchestraMIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 83.7 | |
| PathOrchestraMIL encoder=Overall, slide-level fine-tuning=true2025.12 | 83.67 | |
| ResNet-50MIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 83.6 | |
| HIPTMIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 83.5 | |
| ResNet-50MIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 83.2 | |
| StainNet-BaseMIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 83 | |
| ResNet-50MIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 82.9 | |
| CTransPathMIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 81.9 | |
| HIPTMIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 81.5 | |
| HIPTMIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 81.4 | |
| Virchow-2MIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 81.4 | |
| CTransPathMIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 80.2 | |
| StainNet-SmallMIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 80.1 | |
| ResNet-50MIL encoder=Overall, slide-level fine-tuning=true2025.12 | 79.8 | |
| UNI-2MIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 79.8 | |
| HIPTMIL encoder=Overall, slide-level fine-tuning=true2025.12 | 79.43 | |
| CTransPathMIL encoder=Overall, slide-level fine-tuning=true2025.12 | 79.4 | |
| H-optimus-0MIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 77.9 | |
| UNIMIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 76.4 | |
| CTransPathMIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 75.7 | |
| GPFMMIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 75.4 | |
| HIPTMIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 75.3 | |
| LunitMIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 74.7 | |
| ResNet-50MIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 74.2 | |
| PathoDuetMIL encoder=WiKG, slide-level fine-tuning=true2025.12 | 73.8 | |
| PathoDuetMIL encoder=S4MIL, slide-level fine-tuning=true2025.12 | 72.5 | |
| PathoDuetMIL encoder=AMDMIL, slide-level fine-tuning=true2025.12 | 71.6 | |
| ResNet-50MIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 71.2 | |
| HIPTMIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 70.6 | |
| PathoDuetMIL encoder=TransMIL, slide-level fine-tuning=true2025.12 | 69.9 | |
| PathoDuetMIL encoder=Overall, slide-level fine-tuning=true2025.12 | 69.57 | |
| PathOrchestraMIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 68.9 | |
| CTransPathMIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 66.8 | |
| PathoDuetMIL encoder=ABMIL, slide-level fine-tuning=true2025.12 | 65.5 | |
| PathoDuetMIL encoder=SiMLP, slide-level fine-tuning=true2025.12 | 64.1 |