Slide-level classification on CAMELYON16
0.996AUCBatMIL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BatMIL2026.05 | 0.996 | 98.8 | — | — | 97.7 | |
| TransMIL2026.05 | 0.993 | 98.2 | — | — | 98.1 | |
| MambaMIL2026.05 | 0.992 | 98.3 | — | — | 98.2 | |
| PathRWKV2025.03 | 0.9911 | 98.45 | — | — | 98.34 | |
| PathRWKV2026.05 | 0.991 | 98.3 | — | — | 98.1 | |
| MambaMIL2025.03 | 0.9903 | 97.67 | — | — | 97.5 | |
| CLAM2026.05 | 0.99 | 98.1 | — | — | 98 | |
| DTFD-MIL2026.05 | 0.99 | 98.1 | — | — | 98 | |
| S4MIL2025.03 | 0.9892 | 98.45 | — | — | 98.34 | |
| ABMIL2026.05 | 0.989 | 98 | — | — | 97.8 | |
| S4MIL2026.05 | 0.989 | 98.4 | — | — | 98.3 | |
| TransMIL2025.03 | 0.988 | 98.45 | — | — | 98.34 | |
| CLAM2025.03 | 0.9877 | 98.45 | — | — | 98.34 | |
| ABMILParams (M)=0.660, FLOPs (G)=1.312025.12 | 0.987 | — | — | 3.6 | — | |
| SGPMILParams (M)=1.21, FLOPs (G)=2.442025.12 | 0.987 | — | — | 2.6 | — | |
| GigaPath2026.05 | 0.987 | 96.1 | — | — | 95.8 | |
| MamMIL2025.03 | 0.9867 | 97.67 | — | — | 97.52 | |
| DTFD-MIL2025.03 | 0.9865 | 98.45 | — | — | 98.34 | |
| CLAMParams (M)=0.920, FLOPs (G)=1.842025.12 | 0.986 | — | — | 4.4 | — | |
| MamMIL2026.05 | 0.986 | 97.6 | — | — | 97.5 | |
| GigaPath2025.03 | 0.9793 | 98.45 | — | — | 98.34 | |
| ABMIL2025.03 | 0.979 | 98.45 | — | — | 98.34 | |
| TransMILParams (M)=2.67, FLOPs (G)=85.022025.12 | 0.978 | — | — | 4.4 | — | |
| BayesMILParams (M)=1.32, FLOPs (G)=2.632025.12 | 0.975 | — | — | 2.3 | — | |
| CAPRMIL +MeanParams (M)=0.314, FLOPs (G)=0.6282025.12 | 0.975 | — | — | 2.8 | — | |
| ZoomMIL2026.05 | 0.973 | 95.1 | — | — | 94.4 | |
| DGRMILParams (M)=4.34, FLOPs (G)=79.882025.12 | 0.967 | — | — | 2.7 | — | |
| PatchGCN2026.05 | 0.967 | 94.7 | — | — | 93.9 | |
| DSMIL2025.03 | 0.9651 | 92.25 | — | — | 91.47 | |
| DSMIL2026.05 | 0.965 | 92.2 | — | — | 91.5 | |
| HiGT2026.05 | 0.965 | 94.5 | — | — | 93.7 | |
| HNM-WSI2024.10 | 0.9604 | — | — | — | — | |
| Its2CLR2024.10 | 0.9465 | — | — | — | — | |
| SRMILFeature Extractor=ViT2026.02 | 0.918 | 91.3 | — | — | — | |
| SRMILFeature Extractor=ResNet-502026.02 | 0.913 | 91.2 | — | — | — | |
| DTFD-MILFeature Extractor=ViT2026.02 | 0.911 | 87.9 | — | — | — | |
| DSMIL2024.10 | 0.9095 | — | — | — | — | |
| MambaMILFeature Extractor=ViT2026.02 | 0.909 | 89.1 | — | — | — | |
| CLAM-MBFeature Extractor=ViT2026.02 | 0.906 | 88.7 | — | — | — | |
| PatchGCNFeature Extractor=ViT2026.02 | 0.904 | 87.9 | — | — | — | |
| MHIM-MILFeature Extractor=ViT2026.02 | 0.903 | 87.6 | — | — | — | |
| RRTFeature Extractor=ViT2026.02 | 0.895 | 87.3 | — | — | — | |
| DTFD-MILFeature Extractor=ResNet-502026.02 | 0.892 | 84.3 | — | — | — | |
| TransMILFeature Extractor=ViT2026.02 | 0.892 | 86.8 | — | — | — | |
| RRTFeature Extractor=ResNet-502026.02 | 0.889 | 88.4 | — | — | — | |
| MambaMILFeature Extractor=ResNet-502026.02 | 0.888 | 88.5 | — | — | — | |
| ABMILFeature Extractor=ViT2026.02 | 0.887 | 87.9 | — | — | — | |
| ACMILFeature Extractor=ResNet-502026.02 | 0.886 | 87.6 | — | — | — | |
| DSMILFeature Extractor=ViT2026.02 | 0.886 | 87.4 | — | — | — | |
| ACMILFeature Extractor=ViT2026.02 | 0.886 | 89.3 | — | — | — | |
| CLAM-MBFeature Extractor=ResNet-502026.02 | 0.884 | 87 | — | — | — | |
| TransMILFeature Extractor=ResNet-502026.02 | 0.883 | 86.8 | — | — | — | |
| ABMILFeature Extractor=ResNet-502026.02 | 0.88 | 86.7 | — | — | — | |
| CLAM-SBFeature Extractor=ResNet-502026.02 | 0.875 | 88.1 | — | — | — | |
| DSMILFeature Extractor=ResNet-502026.02 | 0.874 | 87.1 | — | — | — | |
| CLAM-SBFeature Extractor=ViT2026.02 | 0.874 | 87.4 | — | — | — | |
| MHIM-MILFeature Extractor=ResNet-502026.02 | 0.871 | 87.6 | — | — | — | |
| ABMIL2024.10 | 0.8652 | — | — | — | — | |
| Max-pooling2024.10 | 0.8641 | — | — | — | — | |
| TransMILNumber of parameters=2 672 146, Inference time (ms)=8.582023.06 | 0.8628 | 82.87 | — | — | — | |
| Fully-supervised2022.06 | 0.8621 | 88.28 | — | — | — | |
| CLAM MBNumber of parameters=791 048, Inference time (ms)=5.852023.06 | 0.8523 | 82.64 | — | — | — | |
| Ours (Structured State Space Models)state dimension=1282023.06 | 0.8485 | 82.17 | — | — | — | |
| CLAM SBNumber of parameters=790 791, Inference time (ms)=0.842023.06 | 0.8382 | 81.47 | — | — | — | |
| PatchGCNFeature Extractor=ResNet-502026.02 | 0.837 | 86 | — | — | — | |
| DGMIL2022.06 | 0.8368 | 80.18 | — | — | — | |
| DSMILsource=CVPR'212022.06 | 0.7544 | 73.59 | — | — | — | |
| SlideMax2025.03 | 0.7444 | 72.87 | — | — | 70.29 | |
| Max-poolingNumber of parameters=1 025, Inference time (ms)=77.492023.06 | 0.7205 | 70.78 | — | — | — | |
| Loss-based-MILsource=AAAI202022.06 | 0.7024 | 70.11 | — | — | — | |
| Chikontwe-MILsource=MICCAI'202022.06 | 0.7024 | 71.23 | — | — | — | |
| MeanParams (M)=0.130, FLOPs (G)=0.2602025.12 | 0.693 | — | — | 24.1 | — | |
| RNN-MILsource=Nat. Med.'192022.06 | 0.6913 | 68.45 | — | — | — | |
| Ab-MILsource=ICML'182022.06 | 0.6612 | 67.46 | — | — | — | |
| Mean-poolingNumber of parameters=1 025, Inference time (ms)=5.602023.06 | 0.581 | 59.69 | — | — | — | |
| SlideAve2025.03 | 0.5519 | 68.99 | — | — | 62.7 | |
| TransformerNumber of parameters=1 054 978, Inference time (ms)=2.602023.06 | 0.5202 | 54.19 | — | — | — | |
| LSTMNumber of parameters=789 250, Inference time (ms)=320.522023.06 | 0.5053 | 53.1 | — | — | — | |
| GigapathSize=1,100M, Input Embeddings=[CLS] tokens2025.01 | — | — | 81.4 | — | — | |
| GPFMSize=307M, Input Embeddings=[CLS] tokens2025.01 | — | — | 85.1 | — | — | |
| H0Size=1,100M, Input Embeddings=[CLS] tokens2025.01 | — | — | 82 | — | — | |
| H0-miniSize=86M, Input Embeddings=[CLS] tokens2025.01 | — | — | 84.2 | — | — | |
| Hibou L16Size=307M, Input Embeddings=[CLS] tokens2025.01 | — | — | 83.2 | — | — | |
| Kaiko B8Size=86M, Input Embeddings=[CLS] tokens2025.01 | — | — | 81.8 | — | — | |
| PhikonSize=86M, Input Embeddings=[CLS] tokens2025.01 | — | — | 79.7 | — | — | |
| PhikonV2Size=307M, Input Embeddings=[CLS] tokens2025.01 | — | — | 80.8 | — | — | |
| UNISize=307M, Input Embeddings=[CLS] tokens2025.01 | — | — | 83.4 | — | — | |
| UNI2-hSize=682M, Input Embeddings=[CLS] tokens2025.01 | — | — | 85.5 | — | — | |
| Virchow2Size=632M, Input Embeddings=[CLS] tokens2025.01 | — | — | 86.4 | — | — |