WSI subtyping on CAMELYON 17
68.9F1 ScoreASMIL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ASMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 68.9 | 0.898 | |
| AEMBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 64.7 | 0.887 | |
| CAMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 63.3 | 0.886 | |
| DTFD-MILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 62.7 | 0.866 | |
| HDMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 57.1 | 0.796 | |
| ASMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 56.4 | 0.851 | |
| ACMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 56.2 | 0.863 | |
| MHIM-MILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 56 | 0.815 | |
| HDMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 55.7 | 0.853 | |
| IBMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 55.7 | 0.85 | |
| TransMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 55.4 | 0.792 | |
| DTFD-MILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 54.6 | 0.735 | |
| MHIM-MILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 54.1 | 0.845 | |
| IBMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 53.3 | 0.813 | |
| DSMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 53.2 | 0.804 | |
| ACMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 52.8 | 0.789 | |
| AEMBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 52.5 | 0.828 | |
| Clam-SBBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 52.3 | 0.846 | |
| ABMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 52.2 | 0.853 | |
| ABMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 50.8 | 0.779 | |
| Clam-SBBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 50.4 | 0.778 | |
| CAMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 50.3 | 0.806 | |
| TransMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 49.9 | 0.794 | |
| DSMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 47.3 | 0.705 |