Patient-level AML subtyping on AML Hehr
86.02Macro F1QG-MIL Deep
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| QG-MIL DeepEncoder=Bloom-L2026.06 | 86.02 | — | — | |
| QG-MIL DeepEncoder=Mean2026.06 | 83 | — | — | |
| QG-MIL LightEncoder=Bloom-S2026.06 | 82.9 | — | — | |
| QG-MIL ElementwiseEncoder=Bloom-L2026.06 | 82.78 | — | — | |
| QG-MIL LayernormEncoder=Bloom-S2026.06 | 82.67 | — | — | |
| QG-MIL ElementwiseEncoder=Mean2026.06 | 81.38 | — | — | |
| TransformerEncoder=Bloom-L2026.06 | 81.14 | — | — | |
| QG-MIL LightEncoder=Mean2026.06 | 80.21 | — | — | |
| QG-MIL ElementwiseEncoder=Bloom-S2026.06 | 79.98 | — | — | |
| QG-MIL no QKnormEncoder=Bloom-S2026.06 | 79.98 | — | — | |
| QG-MIL DeepEncoder=Bloom-S2026.06 | 79.98 | — | — | |
| QG-MIL no GateEncoder=Bloom-L2026.06 | 79.69 | — | — | |
| QG-MIL no GateEncoder=Mean2026.06 | 79.56 | — | — | |
| QG-MIL no GateEncoder=Bloom-S2026.06 | 79.44 | — | — | |
| QG-MIL LayernormEncoder=Mean2026.06 | 79.3 | — | — | |
| TransformerEncoder=Mean2026.06 | 79.06 | — | — | |
| QG-MIL no QKnormEncoder=Mean2026.06 | 77.96 | — | — | |
| QG-MIL LightEncoder=Bloom-L2026.06 | 77.52 | — | — | |
| CLAMEncoder=Bloom-L2026.06 | 77.17 | — | — | |
| TransformerEncoder=Bloom-S2026.06 | 76.97 | — | — | |
| QG-MILEncoder=Bloom-S2026.06 | 76.62 | — | — | |
| CLAMEncoder=Mean2026.06 | 76.46 | — | — | |
| QG-MIL no QKnormEncoder=Bloom-L2026.06 | 75.93 | — | — | |
| QG-MIL LayernormEncoder=Bloom-L2026.06 | 75.93 | — | — | |
| CLAMEncoder=Bloom-S2026.06 | 75.75 | — | — | |
| QG-MILEncoder=Mean2026.06 | 73.97 | — | — | |
| DFTDEncoder=Bloom-L2026.06 | 73.5 | — | — | |
| DSMILEncoder=Bloom-L2026.06 | 73.14 | — | — | |
| TransMILEncoder=Bloom-S2026.06 | 72.59 | — | — | |
| QG-MILEncoder=Bloom-L2026.06 | 71.33 | — | — | |
| ILRAEncoder=Bloom-S2026.06 | 70.33 | — | — | |
| ABMILEncoder=Bloom-L2026.06 | 69.81 | — | — | |
| ILRAEncoder=Mean2026.06 | 69.57 | — | — | |
| MeanMILEncoder=Bloom-L2026.06 | 69.15 | — | — | |
| ILRAEncoder=Bloom-L2026.06 | 68.82 | — | — | |
| ABMILEncoder=Mean2026.06 | 68.8 | — | — | |
| DFTDEncoder=Mean2026.06 | 68.76 | — | — | |
| TransMILEncoder=Mean2026.06 | 68.72 | — | — | |
| RRTEncoder=Bloom-S2026.06 | 68.56 | — | — | |
| DSMILEncoder=Mean2026.06 | 68.12 | — | — | |
| MeanMILEncoder=Mean2026.06 | 67.85 | — | — | |
| ABMILEncoder=Bloom-S2026.06 | 67.79 | — | — | |
| WIKGEncoder=Bloom-L2026.06 | 66.6 | — | — | |
| MeanMILEncoder=Bloom-S2026.06 | 66.55 | — | — | |
| RRTEncoder=Mean2026.06 | 65.68 | — | — | |
| TransMILEncoder=Bloom-L2026.06 | 64.86 | — | — | |
| DFTDEncoder=Bloom-S2026.06 | 64.03 | — | — | |
| DSMILEncoder=Bloom-S2026.06 | 63.11 | — | — | |
| RRTEncoder=Bloom-L2026.06 | 62.8 | — | — | |
| WIKGEncoder=Mean2026.06 | 62.2 | — | — | |
| WIKGEncoder=Bloom-S2026.06 | 57.81 | — | — | |
| CTransPathClassifier=ABMIL2024.04 | — | 60.2 | 60.9 | |
| DinoBloom-BClassifier=ABMIL2024.04 | — | 92.7 | 91.9 | |
| DinoBloom-GClassifier=ABMIL2024.04 | — | 93.1 | 92.4 | |
| DinoBloom-LClassifier=ABMIL2024.04 | — | 91.7 | 91 | |
| DinoBloom-SClassifier=ABMIL2024.04 | — | 93 | 92.3 | |
| DINOv2 ViT-BClassifier=ABMIL2024.04 | — | 49.6 | 52.2 | |
| DINOv2 ViT-GClassifier=ABMIL2024.04 | — | 21.1 | 28.6 | |
| DINOv2 ViT-LClassifier=ABMIL2024.04 | — | 51.5 | 53.6 | |
| DINOv2 ViT-SClassifier=ABMIL2024.04 | — | 52.5 | 54.5 | |
| Phikon ViT-BClassifier=ABMIL2024.04 | — | 81.8 | 81.5 | |
| ResNet 50Classifier=ABMIL2024.04 | — | 81.9 | 81.5 | |
| ResNet 50 truncClassifier=ABMIL2024.04 | — | 41.5 | 45.9 |