WSI Classification on TCGA-Lung
0.9706Mean AUCDSAGL
Evaluation Results
| Method | Links | |
|---|---|---|
| DSAGL2025.05 | 0.9706 | |
| R2T-MIL2025.05 | 0.9685 | |
| IBMIL2025.05 | 0.9671 | |
| TransMIL2025.05 | 0.9653 | |
| CLAM2025.05 | 0.9589 | |
| Gated-ABMIL2025.05 | 0.9564 | |
| ABMIL2025.05 | 0.9466 | |
| MI-Net2025.05 | 0.9291 | |
| RNN-MIL2025.05 | 0.9284 | |
| HIPSSshot_setting=16-shot2026.03 | 0.9097 | |
| MAPLEshot_setting=16-shot2026.03 | 0.9044 | |
| ViLa-MILshot_setting=16-shot2026.03 | 0.8787 | |
| HIPSSshot_setting=8-shot2026.03 | 0.8745 | |
| FOCUSshot_setting=16-shot2026.03 | 0.8717 | |
| MAPLEshot_setting=8-shot2026.03 | 0.8579 | |
| HIPSSshot_setting=4-shot2026.03 | 0.8285 | |
| TOPshot_setting=16-shot2026.03 | 0.8256 | |
| TOPshot_setting=8-shot2026.03 | 0.8161 | |
| ABMILshot_setting=16-shot2026.03 | 0.8074 | |
| ViLa-MILshot_setting=8-shot2026.03 | 0.8012 | |
| Max Poolingshot_setting=16-shot2026.03 | 0.7781 | |
| ABMILshot_setting=8-shot2026.03 | 0.7709 | |
| TOPshot_setting=4-shot2026.03 | 0.7689 | |
| FOCUSshot_setting=8-shot2026.03 | 0.7688 | |
| Mean Poolingshot_setting=16-shot2026.03 | 0.7618 | |
| HIPSSshot_setting=2-shot2026.03 | 0.7616 | |
| MAPLEshot_setting=4-shot2026.03 | 0.7558 | |
| Mean Poolingshot_setting=8-shot2026.03 | 0.7409 | |
| TOPshot_setting=2-shot2026.03 | 0.7341 | |
| HIPSSshot_setting=1-shot2026.03 | 0.7217 | |
| MAPLEshot_setting=2-shot2026.03 | 0.7213 | |
| TOPshot_setting=1-shot2026.03 | 0.7131 | |
| FOCUSshot_setting=4-shot2026.03 | 0.7111 | |
| Max Poolingshot_setting=8-shot2026.03 | 0.7009 | |
| MAPLEshot_setting=1-shot2026.03 | 0.6995 | |
| ViLa-MILshot_setting=4-shot2026.03 | 0.6942 | |
| ABMILshot_setting=4-shot2026.03 | 0.6832 | |
| ABMILshot_setting=2-shot2026.03 | 0.6541 | |
| FOCUSshot_setting=2-shot2026.03 | 0.6515 | |
| ViLa-MILshot_setting=2-shot2026.03 | 0.6385 | |
| Mean Poolingshot_setting=4-shot2026.03 | 0.6357 | |
| Mean Poolingshot_setting=2-shot2026.03 | 0.6341 | |
| Max Poolingshot_setting=2-shot2026.03 | 0.6301 | |
| Max Pooling - CLIPshot_setting=16-shot2026.03 | 0.6227 | |
| Max Poolingshot_setting=4-shot2026.03 | 0.6129 | |
| Mean Pooling - CLIPshot_setting=16-shot2026.03 | 0.6022 | |
| Max Poolingshot_setting=1-shot2026.03 | 0.6007 | |
| ABMILshot_setting=1-shot2026.03 | 0.5965 | |
| Mean Poolingshot_setting=1-shot2026.03 | 0.5889 | |
| ViLa-MILshot_setting=1-shot2026.03 | 0.5761 | |
| FOCUSshot_setting=1-shot2026.03 | 0.5665 | |
| Max Pooling - CLIPshot_setting=8-shot2026.03 | 0.5547 | |
| Mean Pooling - CLIPshot_setting=8-shot2026.03 | 0.5418 | |
| Max Pooling - CLIPshot_setting=4-shot2026.03 | 0.5155 | |
| Max Pooling - CLIPshot_setting=2-shot2026.03 | 0.4985 | |
| Mean Pooling - CLIPshot_setting=4-shot2026.03 | 0.4934 | |
| Mean Pooling - CLIPshot_setting=2-shot2026.03 | 0.4908 | |
| Max Pooling - CLIPshot_setting=1-shot2026.03 | 0.4876 | |
| Mean Pooling - CLIPshot_setting=1-shot2026.03 | 0.4876 |