Whole-slide image classification on Camelyon 17
89.99F1 ScoreMoEMambaMIL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MoEMambaMILFeature Extractor=GigaPath2026.03 | 89.99 | 95.24 | 96 | |
| MoEMambaMILFeature Extractor=UNI2026.03 | 88.81 | 97.54 | 96 | |
| CP-MIDFeature Extractor=GigaPath2026.03 | 81.75 | 89.68 | 93 | |
| SRMambaMILFeature Extractor=UNI2026.03 | 81.38 | 94.18 | 93 | |
| BiMambaMILFeature Extractor=GigaPath2026.03 | 80.49 | 93.53 | 94 | |
| MambaMILFeature Extractor=GigaPath2026.03 | 79.82 | 92.82 | 94 | |
| SRMambaMILFeature Extractor=GigaPath2026.03 | 79.82 | 90.53 | 94 | |
| CLAMFeature Extractor=GigaPath2026.03 | 78.57 | 90.9 | 88.6 | |
| MambaMILFeature Extractor=UNI2026.03 | 76.99 | 91.4 | 92 | |
| BiMambaMILFeature Extractor=UNI2026.03 | 75.21 | 91.25 | 93 | |
| CLAMFeature Extractor=UNI2026.03 | 73.97 | 85.57 | 87 | |
| MoEMambaMILFeature Extractor=ResNet2026.03 | 70.52 | 83.37 | 92 | |
| SRMambaMILFeature Extractor=ResNet2026.03 | 69.93 | 80.86 | 92 | |
| TransMILFeature Extractor=ResNet2026.03 | 65.72 | 82.36 | 86.2 | |
| CLAMFeature Extractor=ResNet2026.03 | 63.52 | 77.03 | 87 | |
| Prov-GigaPathFeature Extractor=GigaPath2026.03 | 63.2 | 53.2 | 41.46 | |
| MambaMILFeature Extractor=ResNet2026.03 | 62.72 | 74.9 | 91 | |
| BiMambaMILFeature Extractor=ResNet2026.03 | 62.68 | 82.06 | 92 | |
| CP-MIDFeature Extractor=ResNet2026.03 | 62.66 | 78.37 | 86.4 | |
| DSMILFeature Extractor=ResNet2026.03 | 54.5 | 77.1 | 76 | |
| BatMIL2026.05 | 50.7 | 77.8 | 77.8 | |
| CLAM2026.05 | 50.3 | 71 | 75.8 | |
| PathRWKV2026.05 | 49.9 | 72.2 | 75.2 | |
| ABMIL2026.05 | 49.8 | 70.8 | 75.6 | |
| DTFD-MIL2026.05 | 46.3 | 71.6 | 75.6 | |
| MambaMIL2026.05 | 46 | 71.9 | 75.8 | |
| DSMIL2026.05 | 43.6 | 71 | 74.6 | |
| GigaPath2026.05 | 42.3 | 69.7 | 73.1 | |
| TransMIL2026.05 | 40.4 | 70 | 75.4 | |
| HiGT2026.05 | 31.1 | 57.7 | 57 | |
| ZoomMIL2026.05 | 30.9 | 58.7 | 58.3 | |
| MamMIL2026.05 | 30.3 | 54.6 | 66.7 | |
| S4MIL2026.05 | 24.4 | 54.1 | 64.6 | |
| PatchGCN2026.05 | 24.2 | 54.8 | 54.5 |