Classification on BRACS
77.8AccuracySPAN-MIL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SPAN-MILFeature Extractor=Pathology-specific UNI Feature2024.06 | 77.8 | — | — | — | 69 | |
| RRTFeature Extractor=Pathology-specific UNI Feature2024.06 | 77.6 | — | — | — | 67.2 | |
| ACMILFeature Extractor=Pathology-specific UNI Feature2024.06 | 77.1 | — | — | — | 67.9 | |
| MHIMFeature Extractor=Pathology-specific UNI Feature2024.06 | 76.6 | — | — | — | 67.7 | |
| DSMILFeature Extractor=Pathology-specific UNI Feature2024.06 | 76.4 | — | — | — | 67.9 | |
| ABMILFeature Extractor=Pathology-specific UNI Feature2024.06 | 76.1 | — | — | — | 66.7 | |
| CLAM-MBFeature Extractor=Pathology-specific UNI Feature2024.06 | 75 | — | — | — | 67.3 | |
| CLAM-SBFeature Extractor=Pathology-specific UNI Feature2024.06 | 74.9 | — | — | — | 67.4 | |
| TransMILFeature Extractor=Pathology-specific UNI Feature2024.06 | 74 | — | — | — | 64.9 | |
| SPAN-MILFeature Extractor=General ResNet50 Feature2024.06 | 72.5 | — | — | — | 64.1 | |
| ACMILFeature Extractor=General ResNet50 Feature2024.06 | 72 | — | — | — | 60.4 | |
| RRTFeature Extractor=General ResNet50 Feature2024.06 | 71.8 | — | — | — | 59.5 | |
| MHIMFeature Extractor=General ResNet50 Feature2024.06 | 71.6 | — | — | — | 56 | |
| DSMILFeature Extractor=General ResNet50 Feature2024.06 | 69.9 | — | — | — | 55.3 | |
| CLAM-MBFeature Extractor=General ResNet50 Feature2024.06 | 69.6 | — | — | — | 54.5 | |
| TransMILFeature Extractor=General ResNet50 Feature2024.06 | 69.2 | — | — | — | 57.7 | |
| ABMILFeature Extractor=General ResNet50 Feature2024.06 | 68.7 | — | — | — | 55.2 | |
| CLAM-SBFeature Extractor=General ResNet50 Feature2024.06 | 68.7 | — | — | — | 56.2 | |
| PAMSModel Architecture=DTFD-MIL-AFS2026.03 | 48.28 | 82.04 | 65.38 | 54.64 | — | |
| Soft Labels (β = 5)Model Architecture=DTFD-MIL-AFS2026.03 | 47.89 | 80.8 | 63.83 | 50.28 | — | |
| CDW-CEModel Architecture=DTFD-MIL-AFS2026.03 | 47.89 | 81.72 | 63.38 | 48.42 | — | |
| PAMSModel Architecture=TransMIL2026.03 | 47.59 | 80.61 | 64.92 | 55.65 | — | |
| Weighted CE (2:3:5)Model Architecture=DTFD-MIL-AFS2026.03 | 47.51 | 81.57 | 63.16 | 47.91 | — | |
| Chang et al.Model Architecture=TransMIL2026.03 | 47.51 | 79.48 | 63.98 | 51.02 | — | |
| HXE (α = 0.5)Model Architecture=DTFD-MIL-AFS2026.03 | 47.51 | 81.79 | 62.77 | 47.32 | — | |
| Hong et al. (τ = 10)Model Architecture=TransMIL2026.03 | 47.13 | 79.8 | 62.44 | 45.54 | — | |
| Hong et al. (τ = 10)Model Architecture=DTFD-MIL-AFS2026.03 | 47.13 | 81.5 | 63.79 | 51.86 | — | |
| Soft Labels (β = 10)Model Architecture=TransMIL2026.03 | 46.36 | 78.77 | 61.86 | 46.35 | — | |
| HAFModel Architecture=DTFD-MIL-AFS2026.03 | 46.36 | 81.39 | 62.46 | 49.16 | — | |
| Cross Entropy (CE)Model Architecture=DTFD-MIL-AFS2026.03 | 45.98 | 82.03 | 61.98 | 48.07 | — | |
| Soft Labels (β = 10)Model Architecture=DTFD-MIL-AFS2026.03 | 45.98 | 81.48 | 62.44 | 50.38 | — | |
| Weighted CE (1:2:7)Model Architecture=DTFD-MIL-AFS2026.03 | 45.21 | 80.23 | 62.77 | 52.69 | — | |
| Chang et al.Model Architecture=DTFD-MIL-AFS2026.03 | 45.21 | 81.8 | 61.31 | 47.77 | — | |
| Soft Labels (β = 5)Model Architecture=TransMIL2026.03 | 45.21 | 74.18 | 61.67 | 48.53 | — | |
| Hong et al. (τ = 15)Model Architecture=DTFD-MIL-AFS2026.03 | 45.21 | 80.64 | 61.54 | 48.37 | — | |
| HAFModel Architecture=TransMIL2026.03 | 44.83 | 78.8 | 61.03 | 47.48 | — | |
| CDW-CEModel Architecture=TransMIL2026.03 | 44.83 | 79.06 | 61.05 | 47.32 | — | |
| HXE (α = 0.1)Model Architecture=TransMIL2026.03 | 44.06 | 78.78 | 60.84 | 49.22 | — | |
| HXE (α = 0.1)Model Architecture=DTFD-MIL-AFS2026.03 | 43.3 | 81.14 | 59.46 | 45.91 | — | |
| Hong et al. (τ = 15)Model Architecture=TransMIL2026.03 | 42.53 | 77.68 | 60.23 | 50.2 | — | |
| Weighted CE (2:3:5)Model Architecture=TransMIL2026.03 | 42.15 | 78.15 | 59.22 | 47.9 | — | |
| Weighted CE (1:2:7)Model Architecture=TransMIL2026.03 | 41.76 | 76.37 | 58.96 | 46.92 | — | |
| HXE (α = 0.5)Model Architecture=TransMIL2026.03 | 41.38 | 79.52 | 58.18 | 46.35 | — | |
| Cross Entropy (CE)Model Architecture=TransMIL2026.03 | 40.23 | 74.9 | 58.48 | 50.18 | — | |
| ABMILPre-training initialization=Inet-sup2026.03 | — | 76.4 | — | — | — | |
| ABMILPre-training initialization=Inet-SSL2026.03 | — | 77.8 | — | — | — | |
| ABMILPre-training initialization=Hist-SSL2026.03 | — | 77.9 | — | — | — | |
| ACMILPre-training initialization=Inet-sup2026.03 | — | 75.8 | — | — | — | |
| ACMILPre-training initialization=Inet-SSL2026.03 | — | 81.3 | — | — | — | |
| ACMILPre-training initialization=Hist-SSL2026.03 | — | 81.5 | — | — | — | |
| eWSI64Pre-training initialization=Inet-sup2026.03 | — | 80.7 | — | — | — | |
| eWSI64Pre-training initialization=Inet-SSL2026.03 | — | 81.5 | — | — | — | |
| eWSI64Pre-training initialization=Hist-SSL2026.03 | — | 80.7 | — | — | — | |
| FC-MaxPre-training initialization=Inet-sup2026.03 | — | 76.5 | — | — | — | |
| FC-MaxPre-training initialization=Inet-SSL2026.03 | — | 80.6 | — | — | — | |
| FC-MaxPre-training initialization=Hist-SSL2026.03 | — | 80.7 | — | — | — | |
| TransMILPre-training initialization=Inet-sup2026.03 | — | 73.9 | — | — | — | |
| TransMILPre-training initialization=Inet-SSL2026.03 | — | 82.2 | — | — | — | |
| TransMILPre-training initialization=Hist-SSL2026.03 | — | 79.2 | — | — | — |