Image Classification on BreakHis
96.43AccuracyMicroMIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MicroMILBackbone=ResNet-18, Feature Dimension=128, Clusters=162024.07 | 96.43 | 99.42 | 97.3 | |
| MedDiffuseMixModel=EfficientNet-B42026.06 | 93.4 | — | — | |
| MedDiffuseMixModel=Swin-T2026.06 | 92.9 | — | — | |
| CLAMBackbone=ResNet-18, Feature Dimension=1282024.07 | 92.86 | 92.98 | 91.81 | |
| DTFD-MILBackbone=ResNet-18, Feature Dimension=1282024.07 | 92.86 | 97.66 | 92.22 | |
| IBMILBackbone=ResNet-18, Feature Dimension=1282024.07 | 92.86 | 95.32 | 91.81 | |
| MedDiffuseMixModel=DenseNet-1212026.06 | 92.6 | — | — | |
| MedDiffuseMixModel=ResNet-502026.06 | 91.5 | — | — | |
| DBAModel=EfficientNet-B42026.06 | 91.5 | — | — | |
| SaliencyMixModel=EfficientNet-B42026.06 | 91.2 | — | — | |
| MedDiffuseMixModel=ViT-B/162026.06 | 91.2 | — | — | |
| DBAModel=Swin-T2026.06 | 91 | — | — | |
| GenMixModel=EfficientNet-B42026.06 | 90.9 | — | — | |
| DBAModel=DenseNet-1212026.06 | 90.7 | — | — | |
| SaliencyMixModel=Swin-T2026.06 | 90.7 | — | — | |
| MixupModel=EfficientNet-B42026.06 | 90.5 | — | — | |
| SaliencyMixModel=DenseNet-1212026.06 | 90.4 | — | — | |
| GenMixModel=Swin-T2026.06 | 90.4 | — | — | |
| GenMixModel=DenseNet-1212026.06 | 90.1 | — | — | |
| Standard AugModel=EfficientNet-B42026.06 | 90 | — | — | |
| MixupModel=Swin-T2026.06 | 90 | — | — | |
| DBAModel=ResNet-502026.06 | 89.7 | — | — | |
| MixupModel=DenseNet-1212026.06 | 89.7 | — | — | |
| Standard AugModel=Swin-T2026.06 | 89.5 | — | — | |
| SaliencyMixModel=ResNet-502026.06 | 89.4 | — | — | |
| DBAModel=ViT-B/162026.06 | 89.4 | — | — | |
| ABMILBackbone=ResNet-18, Feature Dimension=1282024.07 | 89.29 | 89.47 | 88.05 | |
| MS-DA-MILBackbone=ResNet-18, Feature Dimension=1282024.07 | 89.29 | 95.91 | 92.68 | |
| TransMILBackbone=ResNet-18, Feature Dimension=1282024.07 | 89.29 | 98.25 | 92.68 | |
| ACMILBackbone=ResNet-18, Feature Dimension=1282024.07 | 89.29 | 94.74 | 88.57 | |
| Standard AugModel=DenseNet-1212026.06 | 89.2 | — | — | |
| No AugModel=EfficientNet-B42026.06 | 89.2 | — | — | |
| GenMixModel=ResNet-502026.06 | 89.1 | — | — | |
| SaliencyMixModel=ViT-B/162026.06 | 89.1 | — | — | |
| GenMixModel=ViT-B/162026.06 | 88.8 | — | — | |
| No AugModel=Swin-T2026.06 | 88.7 | — | — | |
| MixupModel=ResNet-502026.06 | 88.6 | — | — | |
| No AugModel=DenseNet-1212026.06 | 88.4 | — | — | |
| MixupModel=ViT-B/162026.06 | 88.3 | — | — | |
| Standard AugModel=ResNet-502026.06 | 88.1 | — | — | |
| Standard AugModel=ViT-B/162026.06 | 87.8 | — | — | |
| No AugModel=ResNet-502026.06 | 87.3 | — | — | |
| No AugModel=ViT-B/162026.06 | 87 | — | — | |
| DSMILBackbone=ResNet-18, Feature Dimension=1282024.07 | 82.14 | 89.47 | 81.55 | |
| PULSE2022.07 | 79.1 | — | — | |
| k-PU2022.07 | 75.6 | — | — | |
| BODA2022.07 | 71.5 | — | — | |
| Source-Only2022.07 | 70 | — | — | |
| Domain Disc.2022.07 | 56.5 | — | — |