Cancer Subtyping on AMU-CSCC
92.45ACCMacNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MacNetFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 92.45 | 0.9813 | |
| MacNetFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 92.45 | 0.9813 | |
| PID-LRSCBackbone=Swin-T2026.02 | 92.45 | 0.9891 | |
| ACMIL-MHAFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 90.57 | 0.9701 | |
| ILRA-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 90.57 | 0.9713 | |
| ACMIL-MHABackbone=Swin-T2026.02 | 90.57 | 0.9701 | |
| MFC-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 89.62 | 0.9723 | |
| MFC-MILBackbone=Swin-T2026.02 | 89.62 | 0.9723 | |
| TransMILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 88.68 | 0.9521 | |
| DGR-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 88.68 | 0.9613 | |
| ACMIL-MHAFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 88.68 | 0.9735 | |
| MFC-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 88.68 | 0.9526 | |
| TransMILBackbone=Swin-T2026.02 | 88.68 | 0.9521 | |
| DGR-MILBackbone=Swin-T2026.02 | 88.68 | 0.9613 | |
| CLAM-MBFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 87.74 | 0.9336 | |
| CLAM-SBFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 87.74 | 0.9603 | |
| TransMILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 87.74 | 0.964 | |
| DGR-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 87.74 | 0.9569 | |
| CLAM-MBBackbone=Swin-T2026.02 | 87.74 | 0.9336 | |
| RRT-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 86.79 | 0.9543 | |
| RRT-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 85.85 | 0.9265 | |
| S4MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 85.85 | 0.9652 | |
| RRT-MILBackbone=Swin-T2026.02 | 85.85 | 0.9265 | |
| ILRA-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 84.91 | 0.9123 | |
| S4MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 84.91 | 0.9605 | |
| CLAM-MBFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 84.91 | 0.9333 | |
| ILRA-MILBackbone=Swin-T2026.02 | 84.91 | 0.9123 | |
| S4MILBackbone=Swin-T2026.02 | 84.91 | 0.9605 | |
| ABMILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 83.02 | 0.9547 | |
| CLAM-SBFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 83.02 | 0.9581 | |
| ABMILBackbone=Swin-T2026.02 | 83.02 | 0.9547 | |
| CLAM-SBBackbone=Swin-T2026.02 | 83.02 | 0.9581 | |
| ABMILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 82.08 | 0.9321 | |
| DTFD-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 81.13 | 0.9036 | |
| IBMIL-DSFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 81.13 | 0.908 | |
| DTFD-MILBackbone=Swin-T2026.02 | 81.13 | 0.9036 | |
| FRMILBackbone=Swin-T2026.02 | 81.13 | 0.899 | |
| IBMIL-DSFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 78.3 | 0.8881 | |
| IBMIL-DSBackbone=Swin-T2026.02 | 78.3 | 0.8881 | |
| DTFD-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 77.36 | 0.896 |