Histopathology classification on kidney metastasis (test)
0.9091Balanced AccuracyWeakSupCon
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| WeakSupConEncoder=WeakSupCon, MIL Framework=DTFD-MIL2026.02 | 0.9091 | 0.8696 | 0.9277 | |
| WeakSupConEncoder=WeakSupCon, MIL Framework=AB-MIL2026.02 | 0.904 | 0.8623 | 0.9246 | |
| UNI2-hEncoder=UNI2-h, MIL Framework=AB-MIL2026.02 | 0.8939 | 0.8478 | 0.9215 | |
| UNI2-hEncoder=UNI2-h, MIL Framework=DTFD-MIL2026.02 | 0.8889 | 0.8406 | 0.9161 | |
| Prov-GigaPathEncoder=Prov-GigaPath, MIL Framework=DTFD-MIL2026.02 | 0.8862 | 0.8478 | 0.9192 | |
| Prov-GigaPathEncoder=Prov-GigaPath, MIL Framework=AB-MIL2026.02 | 0.8834 | 0.8551 | 0.9184 | |
| ImageNetEncoder=ImageNet pretrained, MIL Framework=DTFD-MIL2026.02 | 0.7848 | 0.7246 | 0.8415 | |
| ImageNetEncoder=ImageNet pretrained, MIL Framework=AB-MIL2026.02 | 0.7821 | 0.7319 | 0.8407 |