Hematological cell classification on cAItomorph
67.97Macro F1QG-MIL Deep
Evaluation Results
| Method | Links | |
|---|---|---|
| QG-MIL DeepEncoder=Bloom-S2026.06 | 67.97 | |
| TransformerEncoder=Bloom-S2026.06 | 66.39 | |
| QG-MILEncoder=Bloom-L2026.06 | 66.27 | |
| QG-MIL no GateEncoder=Bloom-L2026.06 | 66.13 | |
| QG-MIL DeepEncoder=Mean2026.06 | 65.88 | |
| QG-MIL no QKnormEncoder=Bloom-L2026.06 | 65.82 | |
| QG-MIL ElementwiseEncoder=Bloom-L2026.06 | 65.81 | |
| QG-MIL ElementwiseEncoder=Mean2026.06 | 65.5 | |
| QG-MIL no GateEncoder=Mean2026.06 | 65.42 | |
| QG-MIL ElementwiseEncoder=Bloom-S2026.06 | 65.2 | |
| QG-MILEncoder=Mean2026.06 | 65.02 | |
| TransformerEncoder=Mean2026.06 | 64.92 | |
| RRTEncoder=Bloom-S2026.06 | 64.78 | |
| QG-MIL no GateEncoder=Bloom-S2026.06 | 64.71 | |
| QG-MIL LayernormEncoder=Bloom-S2026.06 | 64.53 | |
| RRTEncoder=Mean2026.06 | 63.98 | |
| ILRAEncoder=Bloom-S2026.06 | 63.8 | |
| QG-MIL DeepEncoder=Bloom-L2026.06 | 63.8 | |
| QG-MILEncoder=Bloom-S2026.06 | 63.77 | |
| QG-MIL no QKnormEncoder=Mean2026.06 | 63.72 | |
| QG-MIL LayernormEncoder=Mean2026.06 | 63.53 | |
| TransformerEncoder=Bloom-L2026.06 | 63.45 | |
| RRTEncoder=Bloom-L2026.06 | 63.19 | |
| QG-MIL LightEncoder=Bloom-L2026.06 | 63.17 | |
| QG-MIL LayernormEncoder=Bloom-L2026.06 | 62.53 | |
| ILRAEncoder=Mean2026.06 | 62.33 | |
| QG-MIL LightEncoder=Mean2026.06 | 62.06 | |
| QG-MIL no QKnormEncoder=Bloom-S2026.06 | 61.63 | |
| WIKGEncoder=Bloom-L2026.06 | 61.52 | |
| WIKGEncoder=Mean2026.06 | 61.04 | |
| QG-MIL LightEncoder=Bloom-S2026.06 | 60.95 | |
| ILRAEncoder=Bloom-L2026.06 | 60.86 | |
| WIKGEncoder=Bloom-S2026.06 | 60.56 | |
| DFTDEncoder=Bloom-L2026.06 | 60.19 | |
| MeanMILEncoder=Bloom-L2026.06 | 60.06 | |
| MeanMILEncoder=Mean2026.06 | 59.31 | |
| MeanMILEncoder=Bloom-S2026.06 | 58.56 | |
| TransMILEncoder=Bloom-S2026.06 | 58.24 | |
| TransMILEncoder=Mean2026.06 | 58.04 | |
| CLAMEncoder=Bloom-L2026.06 | 57.94 | |
| TransMILEncoder=Bloom-L2026.06 | 57.83 | |
| CLAMEncoder=Mean2026.06 | 57.68 | |
| CLAMEncoder=Bloom-S2026.06 | 57.43 | |
| DFTDEncoder=Mean2026.06 | 57.4 | |
| ABMILEncoder=Bloom-S2026.06 | 57.23 | |
| ABMILEncoder=Mean2026.06 | 56.32 | |
| ABMILEncoder=Bloom-L2026.06 | 55.4 | |
| DFTDEncoder=Bloom-S2026.06 | 54.6 | |
| DSMILEncoder=Bloom-S2026.06 | 52.02 | |
| DSMILEncoder=Mean2026.06 | 51.89 | |
| DSMILEncoder=Bloom-L2026.06 | 51.76 |