Histopathology classification on Camelyon16 (test)
95.77Balanced AccuracyProv-GigaPath
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Prov-GigaPathEncoder=Prov-GigaPath, MIL Framework=AB-MIL2026.02 | 95.77 | 96.38 | 97.33 | |
| UNI2-hEncoder=UNI2-h, MIL Framework=AB-MIL2026.02 | 95.56 | 96.12 | 99.36 | |
| Prov-GigaPathEncoder=Prov-GigaPath, MIL Framework=DTFD-MIL2026.02 | 94.69 | 95.86 | 97.57 | |
| UNI2-hEncoder=UNI2-h, MIL Framework=DTFD-MIL2026.02 | 94.61 | 95.61 | 97.82 | |
| WeakSupConEncoder=WeakSupCon, MIL Framework=AB-MIL2026.02 | 93.18 | 94.31 | 96.99 | |
| WeakSupConEncoder=WeakSupCon, MIL Framework=DTFD-MIL2026.02 | 92.65 | 94.31 | 96.94 | |
| ImageNetEncoder=ImageNet pretrained, MIL Framework=DTFD-MIL2026.02 | 80.34 | 83.46 | 85.3 | |
| ImageNetEncoder=ImageNet pretrained, MIL Framework=AB-MIL2026.02 | 75.15 | 80.62 | 75.99 |