Cancer Sub-typing on DHMC-LUNG
0.8222AccuracyMacNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MacNetFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.8222 | 0.8672 | |
| MacNetFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.8222 | 0.8672 | |
| PID-LRSCBackbone=Swin-T2026.02 | 0.8222 | 0.8711 | |
| DGR-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.8 | 0.7886 | |
| DGR-MILBackbone=Swin-T2026.02 | 0.8 | 0.7886 | |
| ILRA-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.7778 | 0.8074 | |
| RRT-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.7778 | 0.7521 | |
| MFC-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.7778 | 0.7767 | |
| ILRA-MILBackbone=Swin-T2026.02 | 0.7778 | 0.8074 | |
| RRT-MILBackbone=Swin-T2026.02 | 0.7778 | 0.7521 | |
| MFC-MILBackbone=Swin-T2026.02 | 0.7778 | 0.7767 | |
| CLAM-SBFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.7556 | 0.7783 | |
| CLAM-SBFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.7556 | 0.7674 | |
| MFC-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.7556 | 0.7575 | |
| CLAM-SBBackbone=Swin-T2026.02 | 0.7556 | 0.7783 | |
| ABMILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.7333 | 0.8123 | |
| CLAM-MBFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.7333 | 0.7684 | |
| TransMILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.7333 | 0.8084 | |
| DTFD-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.7333 | 0.8084 | |
| ABMILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.7333 | 0.7467 | |
| CLAM-MBFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.7333 | 0.7659 | |
| TransMILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.7333 | 0.7442 | |
| ILRA-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.7333 | 0.7773 | |
| DGR-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.7333 | 0.7886 | |
| ACMIL-MHAFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.7333 | 0.7635 | |
| ABMILBackbone=Swin-T2026.02 | 0.7333 | 0.8123 | |
| CLAM-MBBackbone=Swin-T2026.02 | 0.7333 | 0.7684 | |
| TransMILBackbone=Swin-T2026.02 | 0.7333 | 0.8084 | |
| DTFD-MILBackbone=Swin-T2026.02 | 0.7333 | 0.8084 | |
| S4MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.7111 | 0.7007 | |
| RRT-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.7111 | 0.7294 | |
| S4MILBackbone=Swin-T2026.02 | 0.7111 | 0.7007 | |
| FRMILBackbone=Swin-T2026.02 | 0.7111 | 0.7442 | |
| IBMIL-DSFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.6889 | 0.7091 | |
| ACMIL-MHAFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 0.6889 | 0.6849 | |
| IBMIL-DSFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.6889 | 0.7131 | |
| IBMIL-DSBackbone=Swin-T2026.02 | 0.6889 | 0.7091 | |
| ACMIL-MHABackbone=Swin-T2026.02 | 0.6889 | 0.6849 | |
| S4MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.6667 | 0.6983 | |
| DTFD-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 0.6222 | 0.6267 |