Cancer Subtyping on AMU-LSCC
91.3ACCPID-LRSC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PID-LRSCBackbone=Swin-T2026.02 | 91.3 | 95.9 | |
| MacNetFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 90.58 | 96.57 | |
| MacNetFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 90.58 | 96.57 | |
| ACMIL-MHAFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 85.51 | 92.19 | |
| ILRA-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 85.51 | 91.99 | |
| ACMIL-MHABackbone=Swin-T2026.02 | 85.51 | 92.19 | |
| ACMIL-MHAFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 84.06 | 91.31 | |
| RRT-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 83.33 | 90.57 | |
| TransMILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 82.61 | 90.21 | |
| MFC-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 82.61 | 91.26 | |
| MFC-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 82.61 | 90.67 | |
| TransMILBackbone=Swin-T2026.02 | 82.61 | 90.21 | |
| MFC-MILBackbone=Swin-T2026.02 | 82.61 | 91.26 | |
| DGR-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 81.88 | 91.47 | |
| TransMILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 81.88 | 91.59 | |
| S4MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 81.88 | 90.65 | |
| DGR-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 81.88 | 90.6 | |
| DGR-MILBackbone=Swin-T2026.02 | 81.88 | 91.47 | |
| S4MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 79.71 | 88.45 | |
| S4MILBackbone=Swin-T2026.02 | 79.71 | 88.45 | |
| RRT-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 76.81 | 87.32 | |
| CLAM-MBFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 76.81 | 85.56 | |
| RRT-MILBackbone=Swin-T2026.02 | 76.81 | 87.32 | |
| IBMIL-DSFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 76.09 | 87.38 | |
| ABMILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 75.36 | 86.89 | |
| CLAM-SBFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 72.46 | 83.67 | |
| CLAM-SBFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 69.57 | 83.67 | |
| CLAM-SBBackbone=Swin-T2026.02 | 69.57 | 83.67 | |
| ILRA-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 68.84 | 80.48 | |
| ILRA-MILBackbone=Swin-T2026.02 | 68.84 | 80.48 | |
| CLAM-MBFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 68.12 | 80.31 | |
| CLAM-MBBackbone=Swin-T2026.02 | 68.12 | 80.31 | |
| ABMILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 67.39 | 78.88 | |
| DTFD-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 67.39 | 81.38 | |
| ABMILBackbone=Swin-T2026.02 | 67.39 | 78.88 | |
| IBMIL-DSFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 63.77 | 76.72 | |
| IBMIL-DSBackbone=Swin-T2026.02 | 63.77 | 76.72 | |
| FRMILBackbone=Swin-T2026.02 | 63.77 | 80.2 | |
| DTFD-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 54.35 | 72.45 | |
| DTFD-MILBackbone=Swin-T2026.02 | 54.35 | 72.45 |