Cancer diagnosis on CAMELYON-16
95.49AccuracyR2T-MIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| R2T-MILBackbone=PLIP, Pre-training=WSI pretrained2024.02 | 95.49 | 98.05 | 94.29 | |
| MHIM-MILBackbone=PLIP, Pre-training=WSI pretrained2024.02 | 95.32 | 97.79 | 94.13 | |
| AB-MILBackbone=PLIP, Pre-training=WSI pretrained2024.02 | 94.66 | 97.3 | 93.29 | |
| DTFD-MILBackbone=PLIP, Pre-training=WSI pretrained2024.02 | 94.57 | 97.29 | 93.12 | |
| DSMILBackbone=PLIP, Pre-training=WSI pretrained2024.02 | 94.4 | 97.06 | 92.78 | |
| TransMILBackbone=PLIP, Pre-training=WSI pretrained2024.02 | 94.4 | 97.88 | 92.81 | |
| IBMILBackbone=PLIP, Pre-training=WSI pretrained2024.02 | 93.9 | 97.04 | 92.44 | |
| CLAMBackbone=PLIP, Pre-training=WSI pretrained2024.02 | 93.73 | 97.17 | 91.6 | |
| R2T-MILBackbone=ResNet-50, Pre-training=ImageNet pretrained2024.02 | 92.4 | 97.32 | 90.63 | |
| MHIM-MILBackbone=ResNet-50, Pre-training=ImageNet pretrained2024.02 | 91.81 | 96.14 | 89.94 | |
| MacNetFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 91.43 | 92.73 | — | |
| MacNetFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 91.43 | 92.73 | — | |
| IBMILBackbone=ResNet-50, Pre-training=ImageNet pretrained2024.02 | 91.23 | 94.8 | 88.8 | |
| DTFD-MILBackbone=ResNet-50, Pre-training=ImageNet pretrained2024.02 | 90.22 | 95.15 | 87.62 | |
| DSMILBackbone=ResNet-50, Pre-training=ImageNet pretrained2024.02 | 90.17 | 94.57 | 87.65 | |
| CLAMBackbone=ResNet-50, Pre-training=ImageNet pretrained2024.02 | 90.14 | 94.7 | 88.1 | |
| AB-MILBackbone=ResNet-50, Pre-training=ImageNet pretrained2024.02 | 90.06 | 94.54 | 87.83 | |
| TransMILBackbone=ResNet-50, Pre-training=ImageNet pretrained2024.02 | 89.22 | 93.51 | 85.1 | |
| DGR-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 85.71 | 85.88 | — | |
| DGR-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 82.86 | 82.53 | — | |
| RRT-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 82.86 | 83.43 | — | |
| ACMIL-MHAFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 80 | 73.31 | — | |
| TransMILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 80 | 85.06 | — | |
| ACMIL-MHAFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 80 | 70.94 | — | |
| MFC-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 80 | 83.67 | — | |
| ILRA-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 77.14 | 73.06 | — | |
| MFC-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 77.14 | 72.08 | — | |
| CLAM-SBFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 77.14 | 83.92 | — | |
| CLAM-MBFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 77.14 | 83.1 | — | |
| IBMIL-DSFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 77.14 | 71.06 | — | |
| ILRA-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 77.14 | 79.18 | — | |
| S4MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 77.14 | 77.8 | — | |
| ABMILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 74.29 | 79.18 | — | |
| CLAM-SBFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 74.29 | 74.78 | — | |
| CLAM-MBFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 74.29 | 73.39 | — | |
| TransMILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 74.29 | 68.98 | — | |
| IBMIL-DSFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 74.29 | 70.37 | — | |
| S4MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 74.29 | 73.22 | — | |
| ABMILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 74.29 | 78.2 | — | |
| DTFD-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 71.43 | 73.06 | — | |
| RRT-MILFeature Extractor=Swin-T, Pre-training Dataset=ImageNet-11k2026.02 | 71.43 | 76.08 | — | |
| DTFD-MILFeature Extractor=PLIP, Pre-training Dataset=OpenPath2026.02 | 65.71 | 65.14 | — |