Whole-slide image classification on TCGA Kidney
95.78F1 ScoreMoEMambaMIL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MoEMambaMILFeature Extractor=UNI2026.03 | 95.78 | 99.44 | 96.63 | |
| MoEMambaMILFeature Extractor=GigaPath2026.03 | 95.16 | 99.43 | 96.63 | |
| BiMambaMILFeature Extractor=UNI2026.03 | 94.16 | 99.41 | 94.94 | |
| MambaMILFeature Extractor=GigaPath2026.03 | 93.77 | 99.04 | 94.94 | |
| MambaMILFeature Extractor=UNI2026.03 | 93.64 | 98.56 | 94.94 | |
| CP-MIDFeature Extractor=GigaPath2026.03 | 93.61 | 99.41 | 95.28 | |
| SRMambaMILFeature Extractor=UNI2026.03 | 92.84 | 99.21 | 93.82 | |
| CLAMFeature Extractor=GigaPath2026.03 | 92.2 | 99.21 | 93.82 | |
| SRMambaMILFeature Extractor=GigaPath2026.03 | 90.73 | 98.35 | 93.82 | |
| CLAMFeature Extractor=UNI2026.03 | 90.53 | 99.14 | 92.13 | |
| BiMambaMILFeature Extractor=GigaPath2026.03 | 89.96 | 99.32 | 91.57 | |
| MoEMambaMILFeature Extractor=ResNet2026.03 | 88.71 | 98.19 | 91.57 | |
| CP-MIDFeature Extractor=ResNet2026.03 | 84.21 | 97.47 | 88.88 | |
| SRMambaMILFeature Extractor=ResNet2026.03 | 82.97 | 97.63 | 87.64 | |
| BiMambaMILFeature Extractor=ResNet2026.03 | 82 | 98.19 | 88.2 | |
| Prov-GigaPathFeature Extractor=GigaPath2026.03 | 81.52 | 95.74 | 84.83 | |
| MambaMILFeature Extractor=ResNet2026.03 | 81.16 | 98.08 | 85.39 | |
| TransMILFeature Extractor=ResNet2026.03 | 73.78 | 95.27 | 84.04 | |
| DSMILFeature Extractor=ResNet2026.03 | 66.24 | 95.47 | 80 | |
| CLAMFeature Extractor=ResNet2026.03 | 64.75 | 94.84 | 79.55 |