Whole Slide Image Classification on Camelyon16 1.0 (test)
93.18Balanced AccWeakSupCon
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| WeakSupConEncoder=WeakSupCon, Downstream MIL model=AB-MIL, Backbone=ResNet-182026.02 | 93.18 | 94.31 | 96.99 | |
| WeakSupConEncoder=WeakSupCon, Downstream MIL model=DTFD-MIL, Backbone=ResNet-182026.02 | 92.65 | 94.31 | 96.94 | |
| MoCo v3Encoder=MoCo v3, Downstream MIL model=DTFD-MIL, Backbone=ResNet-182026.02 | 90.51 | 91.99 | 92.38 | |
| MoCo v3Encoder=MoCo v3, Downstream MIL model=AB-MIL, Backbone=ResNet-182026.02 | 89.39 | 90.44 | 90.61 | |
| SimCLREncoder=SimCLR, Downstream MIL model=DTFD-MIL, Backbone=ResNet-182026.02 | 89.28 | 90.95 | 91.3 | |
| SupConEncoder=SupCon, Downstream MIL model=DTFD-MIL, Backbone=ResNet-182026.02 | 87.6 | 90.18 | 87.92 | |
| SupConEncoder=SupCon, Downstream MIL model=AB-MIL, Backbone=ResNet-182026.02 | 87.05 | 89.66 | 85.19 | |
| SimCLREncoder=SimCLR, Downstream MIL model=AB-MIL, Backbone=ResNet-182026.02 | 85.67 | 88.11 | 88.58 |