Prognostic Classification on Prostate (Macro F1)
61.61Macro F1QG-MIL Layernorm
Evaluation results
| Method | Links | |
|---|---|---|
| QG-MIL LayernormEncoder=UNIv12026.06 | 61.61 | |
| TransformerEncoder=Prov-Gigapath2026.06 | 60.91 | |
| DSMILEncoder=UNIv12026.06 | 59.8 | |
| ABIMILEncoder=UNIv12026.06 | 59.68 | |
| ILRAEncoder=UNIv12026.06 | 59.68 | |
| QG-MILEncoder=UNI2-h2026.06 | 59.68 | |
| QG-MIL no QKnormEncoder=UNIv12026.06 | 59.68 | |
| DSMILEncoder=CONCHv1.52026.06 | 59.1 | |
| TransformerEncoder=UNIv12026.06 | 59.05 | |
| DSMILEncoder=Prov-Gigapath2026.06 | 58 | |
| QG-MIL DeepEncoder=UNI2-h2026.06 | 57.84 | |
| QG-MIL ElementwiseEncoder=Prov-Gigapath2026.06 | 57.84 | |
| QG-MIL ElementwiseEncoder=UNIv12026.06 | 57.84 | |
| QG-MIL LayernormEncoder=CONCHv1.52026.06 | 57.84 | |
| QG-MIL LayernormEncoder=ResNet502026.06 | 57.84 | |
| QG-MIL LightEncoder=UNIv12026.06 | 57.84 | |
| QG-MIL no GateEncoder=UNI2-h2026.06 | 57.84 | |
| QG-MIL no QKnormEncoder=ResNet502026.06 | 57.84 | |
| QG-MIL LayernormEncoder=Mean2026.06 | 57.55 | |
| CLAMEncoder=UNI2-h2026.06 | 57.5 | |
| CLAMEncoder=UNIv12026.06 | 57.2 | |
| TransformerEncoder=Mean2026.06 | 56.97 | |
| QG-MIL no QKnormEncoder=Mean2026.06 | 56.82 | |
| QG-MIL ElementwiseEncoder=Mean2026.06 | 56.45 | |
| CLAMEncoder=Prov-Gigapath2026.06 | 56.3 | |
| DSMILEncoder=Mean2026.06 | 56.14 | |
| ABIMILEncoder=CONCHv1.52026.06 | 56.09 | |
| ABIMILEncoder=Prov-Gigapath2026.06 | 56.09 | |
| ABIMILEncoder=UNI2-h2026.06 | 56.09 | |
| ILRAEncoder=Prov-Gigapath2026.06 | 56.09 | |
| RRTEncoder=CONCHv1.52026.06 | 56.09 | |
| TransformerEncoder=ResNet502026.06 | 56.09 | |
| TransMILEncoder=ResNet502026.06 | 56.09 | |
| TransMILEncoder=UNIv12026.06 | 56.09 | |
| TransMILEncoder=UNI2-h2026.06 | 56.09 | |
| WIKGEncoder=ResNet502026.06 | 56.09 | |
| QG-MILEncoder=CONCHv1.52026.06 | 56.09 | |
| QG-MILEncoder=UNIv12026.06 | 56.09 | |
| QG-MIL DeepEncoder=CONCHv1.52026.06 | 56.09 | |
| QG-MIL DeepEncoder=UNIv12026.06 | 56.09 | |
| QG-MIL ElementwiseEncoder=CONCHv1.52026.06 | 56.09 | |
| QG-MIL ElementwiseEncoder=UNI2-h2026.06 | 56.09 | |
| QG-MIL LayernormEncoder=UNI2-h2026.06 | 56.09 | |
| QG-MIL LightEncoder=UNI2-h2026.06 | 56.09 | |
| QG-MIL no GateEncoder=UNIv12026.06 | 56.09 | |
| QG-MIL no QKnormEncoder=CONCHv1.52026.06 | 56.09 | |
| QG-MIL no QKnormEncoder=UNI2-h2026.06 | 56.09 | |
| QG-MILEncoder=Mean2026.06 | 55.8 | |
| ILRAEncoder=Mean2026.06 | 55.46 | |
| TransMILEncoder=Mean2026.06 | 55.41 | |
| QG-MIL LightEncoder=Mean2026.06 | 54.77 | |
| QG-MIL DeepEncoder=Mean2026.06 | 54.75 | |
| ABIMILEncoder=Mean2026.06 | 54.42 | |
| WIKGEncoder=Mean2026.06 | 54.4 | |
| ILRAEncoder=ResNet502026.06 | 54.39 | |
| ILRAEncoder=UNI2-h2026.06 | 54.39 | |
| RRTEncoder=UNIv12026.06 | 54.39 | |
| RRTEncoder=UNI2-h2026.06 | 54.39 | |
| TransformerEncoder=CONCHv1.52026.06 | 54.39 | |
| TransformerEncoder=UNI2-h2026.06 | 54.39 | |
| TransMILEncoder=CONCHv1.52026.06 | 54.39 | |
| TransMILEncoder=Prov-Gigapath2026.06 | 54.39 | |
| WIKGEncoder=CONCHv1.52026.06 | 54.39 | |
| WIKGEncoder=Prov-Gigapath2026.06 | 54.39 | |
| WIKGEncoder=UNIv12026.06 | 54.39 | |
| QG-MILEncoder=Prov-Gigapath2026.06 | 54.39 | |
| QG-MIL DeepEncoder=Prov-Gigapath2026.06 | 54.39 | |
| QG-MIL ElementwiseEncoder=ResNet502026.06 | 54.39 | |
| QG-MIL LayernormEncoder=Prov-Gigapath2026.06 | 54.39 | |
| QG-MIL LightEncoder=CONCHv1.52026.06 | 54.39 | |
| QG-MIL LightEncoder=Prov-Gigapath2026.06 | 54.39 | |
| QG-MIL no GateEncoder=Prov-Gigapath2026.06 | 54.39 | |
| QG-MIL no QKnormEncoder=Prov-Gigapath2026.06 | 54.39 | |
| MeanMILEncoder=UNI2-h2026.06 | 54.07 | |
| DSMILEncoder=UNI2-h2026.06 | 53.9 | |
| CLAMEncoder=Mean2026.06 | 53.38 | |
| QG-MIL no GateEncoder=Mean2026.06 | 53.03 | |
| RRTEncoder=Mean2026.06 | 53 | |
| ILRAEncoder=CONCHv1.52026.06 | 52.75 | |
| WIKGEncoder=UNI2-h2026.06 | 52.75 | |
| QG-MILEncoder=ResNet502026.06 | 52.75 | |
| CLAMEncoder=CONCHv1.52026.06 | 51.8 | |
| QG-MIL LightEncoder=ResNet502026.06 | 51.14 | |
| RRTEncoder=ResNet502026.06 | 50.82 | |
| MeanMILEncoder=UNIv12026.06 | 50.49 | |
| DSMILEncoder=ResNet502026.06 | 49.9 | |
| RRTEncoder=Prov-Gigapath2026.06 | 49.33 | |
| QG-MIL DeepEncoder=ResNet502026.06 | 49.33 | |
| QG-MIL no GateEncoder=ResNet502026.06 | 49.33 | |
| MeanMILEncoder=Mean2026.06 | 48.01 | |
| QG-MIL no GateEncoder=CONCHv1.52026.06 | 47.51 | |
| MeanMILEncoder=Prov-Gigapath2026.06 | 47.17 | |
| ABIMILEncoder=ResNet502026.06 | 44.16 | |
| MeanMILEncoder=CONCHv1.52026.06 | 44.16 | |
| MeanMILEncoder=ResNet502026.06 | 44.16 | |
| CLAMEncoder=ResNet502026.06 | 44.1 |