WSI Subtyping on CAMELYON-16
96.5F1 ScoreASMIL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ASMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 96.5 | 98.5 | |
| HDMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 95.8 | 97.6 | |
| ACMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 95.4 | 97.4 | |
| DTFD-MILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 94.8 | 98 | |
| AEMBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 94.7 | 97.4 | |
| DSMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 94.3 | 96.6 | |
| MHIM-MILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 93.2 | 97 | |
| CAMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 93 | 96.3 | |
| Clam-SBBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 92.5 | 96.9 | |
| TransMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 92.2 | 94.3 | |
| ABMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 91.4 | 94.5 | |
| IBMILBackbone=ViT-S, Pre-training=SSL pretrained2026.03 | 91.2 | 95.4 | |
| ASMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 81.4 | 87 | |
| AEMBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 80.4 | 85.9 | |
| ACMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 79.8 | 84.1 | |
| HDMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 79 | 85.6 | |
| CAMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 77.8 | 81.2 | |
| IBMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 77.7 | 79.9 | |
| DTFD-MILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 75.8 | 81.5 | |
| ABMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 75.7 | 79 | |
| MHIM-MILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 75.2 | 77.2 | |
| Clam-SBBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 74.2 | 76.3 | |
| DSMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 73.6 | 77.3 | |
| TransMILBackbone=ResNet-18, Pre-training=ImageNet Pretrained2026.03 | 64.3 | 70.6 |