Classification on MSK (Breast) 20% hold-out (test)
98.97F1 ScoreQG-MIL Deep
Evaluation results
| Method | Links | ||
|---|---|---|---|
| QG-MIL DeepEncoder=CONCHv1.52026.06 | 98.97 | — | |
| QG-MIL LightEncoder=CONCHv1.52026.06 | 95.9 | — | |
| QG-MIL no GateEncoder=CONCHv1.52026.06 | 95.9 | — | |
| QG-MIL LayernormEncoder=CONCHv1.52026.06 | 95.78 | — | |
| QG-MIL no QKnormEncoder=CONCHv1.52026.06 | 95.78 | — | |
| Mean QG-MILEncoder=CONCHv1.52026.06 | 94.99 | — | |
| RRTEncoder=CONCHv1.52026.06 | 94.87 | — | |
| DSMILEncoder=CONCHv1.52026.06 | 93.73 | — | |
| WIKGEncoder=Prov-Gigapath2026.06 | 91.51 | — | |
| QG-MIL LayernormEncoder=Prov-Gigapath2026.06 | 91.45 | — | |
| QG-MIL no QKnormEncoder=Prov-Gigapath2026.06 | 91.45 | — | |
| ABMILEncoder=CONCHv1.52026.06 | 91.3 | — | |
| CLAMEncoder=CONCHv1.52026.06 | 91.3 | — | |
| TransformerEncoder=CONCHv1.52026.06 | 91.3 | — | |
| WIKGEncoder=CONCHv1.52026.06 | 91.3 | — | |
| QG-MILEncoder=CONCHv1.52026.06 | 91.3 | — | |
| QG-MIL ElementwiseEncoder=CONCHv1.52026.06 | 91.3 | — | |
| QG-MIL ElementwiseEncoder=Prov-Gigapath2026.06 | 90.16 | — | |
| TransMILEncoder=CONCHv1.52026.06 | 90.01 | — | |
| Mean QG-MILEncoder=Prov-Gigapath2026.06 | 89.08 | — | |
| QG-MIL LightEncoder=Prov-Gigapath2026.06 | 89.02 | — | |
| ILRAEncoder=CONCHv1.52026.06 | 87.72 | — | |
| QG-MILEncoder=Prov-Gigapath2026.06 | 87.72 | — | |
| QG-MIL DeepEncoder=Prov-Gigapath2026.06 | 87.52 | — | |
| QG-MIL no GateEncoder=Prov-Gigapath2026.06 | 86.23 | — | |
| Mean BaselinesEncoder=CONCHv1.52026.06 | 85.94 | — | |
| QG-MILEncoder=UNI2-h2026.06 | 85.29 | — | |
| QG-MIL DeepEncoder=UNI2-h2026.06 | 85.29 | — | |
| QG-MIL no GateEncoder=UNI2-h2026.06 | 85.29 | — | |
| TransformerEncoder=Prov-Gigapath2026.06 | 85.09 | — | |
| QG-MIL LayernormEncoder=UNI2-h2026.06 | 84 | — | |
| QG-MIL no QKnormEncoder=UNI2-h2026.06 | 84 | — | |
| Mean QG-MILEncoder=UNI2-h2026.06 | 83.91 | — | |
| WIKGEncoder=UNI2-h2026.06 | 82.71 | — | |
| DSMILEncoder=UNI2-h2026.06 | 82.5 | — | |
| RRTEncoder=UNI2-h2026.06 | 82.5 | — | |
| QG-MIL ElementwiseEncoder=UNI2-h2026.06 | 82.3 | — | |
| ABMILEncoder=UNI2-h2026.06 | 81.21 | — | |
| CLAMEncoder=UNI2-h2026.06 | 81.21 | — | |
| TransMILEncoder=UNI2-h2026.06 | 81.21 | — | |
| QG-MIL LightEncoder=UNI2-h2026.06 | 81.21 | — | |
| ILRAEncoder=Prov-Gigapath2026.06 | 81.16 | — | |
| DSMILEncoder=Prov-Gigapath2026.06 | 81.13 | — | |
| ABMILEncoder=Prov-Gigapath2026.06 | 81.01 | — | |
| RRTEncoder=Prov-Gigapath2026.06 | 81.01 | — | |
| CLAMEncoder=Prov-Gigapath2026.06 | 79.72 | — | |
| Mean BaselinesEncoder=Prov-Gigapath2026.06 | 79.3 | — | |
| TransMILEncoder=Prov-Gigapath2026.06 | 79.24 | — | |
| TransformerEncoder=UNI2-h2026.06 | 77.95 | — | |
| Mean BaselinesEncoder=UNI2-h2026.06 | 77.66 | — | |
| ILRAEncoder=UNI2-h2026.06 | 75.99 | — | |
| MeanMILEncoder=Prov-Gigapath2026.06 | 53.82 | — | |
| MeanMILEncoder=UNI2-h2026.06 | 53.66 | — | |
| MeanMILEncoder=CONCHv1.52026.06 | 41.96 | — | |
| ABMILEncoder=Mean2026.06 | — | 84.51 | |
| CLAMEncoder=Mean2026.06 | — | 84.08 | |
| DSMILEncoder=Mean2026.06 | — | 85.79 | |
| ILRAEncoder=Mean2026.06 | — | 81.62 | |
| Mean BaselinesEncoder=Mean2026.06 | — | 80.97 | |
| Mean QG-MILEncoder=Mean2026.06 | — | 89.33 | |
| MeanMILEncoder=Mean2026.06 | — | 49.81 | |
| QG-MILEncoder=Mean2026.06 | — | 88.1 | |
| QG-MIL DeepEncoder=Mean2026.06 | — | 90.59 | |
| QG-MIL ElementwiseEncoder=Mean2026.06 | — | 87.92 | |
| QG-MIL LayernormEncoder=Mean2026.06 | — | 90.41 | |
| QG-MIL LightEncoder=Mean2026.06 | — | 88.71 | |
| QG-MIL no GateEncoder=Mean2026.06 | — | 89.14 | |
| QG-MIL no QKnormEncoder=Mean2026.06 | — | 90.41 | |
| RRTEncoder=Mean2026.06 | — | 86.13 | |
| TransformerEncoder=Mean2026.06 | — | 84.78 | |
| TransMILEncoder=Mean2026.06 | — | 83.49 | |
| WIKGEncoder=Mean2026.06 | — | 88.51 |