Classification on LungHist700 20% hold-out (test)
93.34F1 ScoreQG-MIL no Gate
Evaluation results
| Method | Links | ||
|---|---|---|---|
| QG-MIL no GateEncoder=UNI2-h2026.06 | 93.34 | — | |
| QG-MILEncoder=UNI2-h2026.06 | 93 | — | |
| QG-MIL ElementwiseEncoder=UNI2-h2026.06 | 92.7 | — | |
| QG-MIL LayernormEncoder=UNI2-h2026.06 | 92.67 | — | |
| QG-MIL DeepEncoder=UNI2-h2026.06 | 92.65 | — | |
| Mean QG-MILEncoder=UNI2-h2026.06 | 92.39 | — | |
| RRTEncoder=UNI2-h2026.06 | 92.17 | — | |
| QG-MIL no QKnormEncoder=UNI2-h2026.06 | 92.09 | — | |
| WIKGEncoder=UNI2-h2026.06 | 91.95 | — | |
| DSMILEncoder=UNI2-h2026.06 | 91.11 | — | |
| ABMILEncoder=UNI2-h2026.06 | 90.8 | — | |
| TransformerEncoder=UNI2-h2026.06 | 90.63 | — | |
| TransMILEncoder=UNI2-h2026.06 | 90.58 | — | |
| QG-MIL LightEncoder=UNI2-h2026.06 | 90.3 | — | |
| Mean BaselinesEncoder=UNI2-h2026.06 | 90.24 | — | |
| CLAMEncoder=UNI2-h2026.06 | 89.94 | — | |
| ILRAEncoder=UNI2-h2026.06 | 88.74 | — | |
| QG-MIL no GateEncoder=CONCHv1.52026.06 | 88.3 | — | |
| QG-MIL ElementwiseEncoder=CONCHv1.52026.06 | 87.98 | — | |
| WIKGEncoder=CONCHv1.52026.06 | 87.91 | — | |
| QG-MIL no GateEncoder=Prov-Gigapath2026.06 | 87.78 | — | |
| QG-MIL no QKnormEncoder=Prov-Gigapath2026.06 | 87.54 | — | |
| QG-MIL LayernormEncoder=Prov-Gigapath2026.06 | 87.52 | — | |
| QG-MILEncoder=CONCHv1.52026.06 | 87.45 | — | |
| QG-MILEncoder=Prov-Gigapath2026.06 | 87.39 | — | |
| Mean QG-MILEncoder=Prov-Gigapath2026.06 | 86.97 | — | |
| TransformerEncoder=Prov-Gigapath2026.06 | 86.79 | — | |
| Mean QG-MILEncoder=CONCHv1.52026.06 | 86.76 | — | |
| ABMILEncoder=CONCHv1.52026.06 | 86.72 | — | |
| RRTEncoder=Prov-Gigapath2026.06 | 86.63 | — | |
| TransMILEncoder=Prov-Gigapath2026.06 | 86.54 | — | |
| ILRAEncoder=CONCHv1.52026.06 | 86.34 | — | |
| QG-MIL LightEncoder=Prov-Gigapath2026.06 | 86.29 | — | |
| MeanMILEncoder=UNI2-h2026.06 | 86.28 | — | |
| QG-MIL LightEncoder=CONCHv1.52026.06 | 86.27 | — | |
| QG-MIL ElementwiseEncoder=Prov-Gigapath2026.06 | 86.14 | — | |
| QG-MIL DeepEncoder=Prov-Gigapath2026.06 | 86.1 | — | |
| QG-MIL LayernormEncoder=CONCHv1.52026.06 | 85.89 | — | |
| QG-MIL no QKnormEncoder=CONCHv1.52026.06 | 85.89 | — | |
| ABMILEncoder=Prov-Gigapath2026.06 | 85.56 | — | |
| QG-MIL DeepEncoder=CONCHv1.52026.06 | 85.52 | — | |
| Mean BaselinesEncoder=CONCHv1.52026.06 | 85.47 | — | |
| MeanMILEncoder=CONCHv1.52026.06 | 85.25 | — | |
| CLAMEncoder=CONCHv1.52026.06 | 85.03 | — | |
| TransformerEncoder=CONCHv1.52026.06 | 85.02 | — | |
| WIKGEncoder=Prov-Gigapath2026.06 | 84.75 | — | |
| RRTEncoder=CONCHv1.52026.06 | 84.68 | — | |
| DSMILEncoder=CONCHv1.52026.06 | 84.48 | — | |
| DSMILEncoder=Prov-Gigapath2026.06 | 84.45 | — | |
| CLAMEncoder=Prov-Gigapath2026.06 | 84.12 | — | |
| TransMILEncoder=CONCHv1.52026.06 | 83.83 | — | |
| Mean BaselinesEncoder=Prov-Gigapath2026.06 | 83.7 | — | |
| ILRAEncoder=Prov-Gigapath2026.06 | 80.7 | — | |
| MeanMILEncoder=Prov-Gigapath2026.06 | 73.77 | — | |
| ABMILEncoder=Mean2026.06 | — | 87.69 | |
| CLAMEncoder=Mean2026.06 | — | 86.36 | |
| DSMILEncoder=Mean2026.06 | — | 86.68 | |
| ILRAEncoder=Mean2026.06 | — | 85.26 | |
| Mean BaselinesEncoder=Mean2026.06 | — | 86.47 | |
| Mean QG-MILEncoder=Mean2026.06 | — | 88.71 | |
| MeanMILEncoder=Mean2026.06 | — | 81.77 | |
| QG-MILEncoder=Mean2026.06 | — | 89.28 | |
| QG-MIL DeepEncoder=Mean2026.06 | — | 88.09 | |
| QG-MIL ElementwiseEncoder=Mean2026.06 | — | 88.94 | |
| QG-MIL LayernormEncoder=Mean2026.06 | — | 88.69 | |
| QG-MIL LightEncoder=Mean2026.06 | — | 87.62 | |
| QG-MIL no GateEncoder=Mean2026.06 | — | 89.81 | |
| QG-MIL no QKnormEncoder=Mean2026.06 | — | 88.51 | |
| RRTEncoder=Mean2026.06 | — | 87.83 | |
| TransformerEncoder=Mean2026.06 | — | 87.48 | |
| TransMILEncoder=Mean2026.06 | — | 86.98 | |
| WIKGEncoder=Mean2026.06 | — | 88.2 |