Tumor localization on Camelyon16 (test)
98.7AUCSnuffy
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SnuffyEncoder state=Frozen (reported in literature), Encoder initialization=Hist-SSL2026.03 | 98.7 | — | — | — | — | |
| eWSI512Encoder state=Adapter / End-to-End, Encoder initialization=Hist-SSL2026.03 | 98.5 | — | — | — | — | |
| Ground-truth finetuningAggregator=DS-MIL2022.10 | 97.94 | 88.01 | 86.13 | 62.17 | 50.24 | |
| FC-MaxEncoder state=Frozen (standardized implementation), Encoder initialization=Hist-SSL2026.03 | 97.7 | — | — | — | — | |
| eWSI64Encoder state=Adapter / End-to-End, Encoder initialization=Hist-SSL2026.03 | 97.7 | — | — | — | — | |
| ACMILEncoder state=Frozen (reported in literature), Encoder initialization=Hist-SSL2026.03 | 97.4 | — | — | — | — | |
| CLAM-SBEncoder state=Frozen (reported in literature), Encoder initialization=Hist-SSL2026.03 | 96.9 | — | — | — | — | |
| ItS2CLRAggregator=DS-MIL, Iterative refinement=true, Self-Paced Learning (SPL)=true2022.10 | 96.72 | 87.47 | 91.12 | 57.86 | 48.27 | |
| AEMEncoder state=Frozen (reported in literature), Encoder initialization=Hist-SSL2026.03 | 96.7 | — | — | — | — | |
| LinMaxEncoder state=Frozen (standardized implementation), Encoder initialization=Hist-SSL2026.03 | 96.7 | — | — | — | — | |
| ABMILEncoder state=Frozen (standardized implementation), Encoder initialization=Hist-SSL2026.03 | 96.4 | — | — | — | — | |
| ACMILEncoder state=Frozen (standardized implementation), Encoder initialization=Hist-SSL2026.03 | 96.3 | — | — | — | — | |
| ItS2CLRAggregator=DS-MIL, Iterative refinement=true, Self-Paced Learning (SPL)=false2022.10 | 96.12 | 87.95 | 90 | 53.03 | 45.41 | |
| CE finetuningAggregator=DS-MIL, Iterative refinement=iter.2022.10 | 96.06 | 86.93 | 89.39 | 49.41 | 44.88 | |
| ItS2CLRAggregator=DS-MIL, Iterative refinement=false, Self-Paced Learning (SPL)=true2022.10 | 95.9 | 87.45 | 89.51 | 51.7 | 44.56 | |
| eWSI384Encoder state=Adapter / End-to-End, Encoder initialization=Hist-SSL2026.03 | 95.8 | — | — | — | — | |
| CE finetuningAggregator=DS-MIL, Iterative refinement=w/o iter.2022.10 | 95.69 | 86.94 | 89.26 | 49.11 | 44.98 | |
| IBMILEncoder state=Frozen (reported in literature), Encoder initialization=Hist-SSL2026.03 | 95.4 | — | — | — | — | |
| ItS2CLRAggregator=DS-MIL, Iterative refinement=false, Self-Paced Learning (SPL)=false2022.10 | 95.13 | 86.74 | 88.3 | 43.74 | 41.37 | |
| eWSI384Encoder state=Adapter / End-to-End, Encoder initialization=iNet-SSL2026.03 | 95.1 | — | — | — | — | |
| RandMIL Model=TransMIL2024.06 | 95 | — | 95 | — | — | |
| AttnMIL Model=TransMIL2024.06 | 95 | — | 63 | — | — | |
| SingleMIL Model=TransMIL2024.06 | 95 | — | 42 | — | — | |
| GxIMIL Model=TransMIL2024.06 | 95 | — | 82 | — | — | |
| IGMIL Model=TransMIL2024.06 | 95 | — | 88 | — | — | |
| xMIL-LRPMIL Model=TransMIL2024.06 | 95 | — | 29 | — | — | |
| ABMILEncoder state=Frozen (reported in literature), Encoder initialization=Hist-SSL2026.03 | 94.5 | — | — | — | — | |
| TransMILEncoder state=Frozen (reported in literature), Encoder initialization=Hist-SSL2026.03 | 94.3 | — | — | — | — | |
| eWSI64Encoder state=Adapter / End-to-End, Encoder initialization=iNet-SSL2026.03 | 94.1 | — | — | — | — | |
| eWSI512Encoder state=Adapter / End-to-End, Encoder initialization=iNet-SSL2026.03 | 94.1 | — | — | — | — | |
| SimCLRAggregator=DS-MIL, Training protocol=CSSL2022.10 | 94.01 | 84.49 | 86.57 | 31.79 | 39.53 | |
| Snuffy-DINO*Encoder state=Adapter / End-to-End, Encoder initialization=iNet-SSL2026.03 | 93.6 | — | — | — | — | |
| eWSI512Encoder state=Adapter / End-to-End, Encoder initialization=iNet-sup2026.03 | 93.4 | — | — | — | — | |
| eWSI384Encoder state=Adapter / End-to-End, Encoder initialization=iNet-sup2026.03 | 93.3 | — | — | — | — | |
| RandMIL Model=AttnMIL2024.06 | 93 | — | 94 | — | — | |
| AttnMIL Model=AttnMIL2024.06 | 93 | — | 65 | — | — | |
| SingleMIL Model=AttnMIL2024.06 | 93 | — | 61 | — | — | |
| GxIMIL Model=AttnMIL2024.06 | 93 | — | 92 | — | — | |
| IGMIL Model=AttnMIL2024.06 | 93 | — | 62 | — | — | |
| xMIL-LRPMIL Model=AttnMIL2024.06 | 93 | — | 51 | — | — | |
| DSMILEncoder state=Frozen (reported in literature), Encoder initialization=Hist-SSL2026.03 | 91.7 | — | — | — | — | |
| C2C*Encoder state=Adapter / End-to-End, Encoder initialization=iNet-SSL2026.03 | 91.1 | — | — | — | — | |
| Snuffy-MAE*Encoder state=Adapter / End-to-End, Encoder initialization=iNet-SSL2026.03 | 91 | — | — | — | — | |
| TransMILEncoder state=Frozen (standardized implementation), Encoder initialization=Hist-SSL2026.03 | 90.7 | — | — | — | — | |
| eWSI64Encoder state=Adapter / End-to-End, Encoder initialization=iNet-sup2026.03 | 90.6 | — | — | — | — | |
| LinMaxEncoder state=Frozen (standardized implementation), Encoder initialization=iNet-SSL2026.03 | 88 | — | — | — | — | |
| ABMILEncoder state=Frozen (standardized implementation), Encoder initialization=iNet-SSL2026.03 | 87.9 | — | — | — | — | |
| ACMILEncoder state=Frozen (standardized implementation), Encoder initialization=iNet-SSL2026.03 | 87.6 | — | — | — | — | |
| ACMILEncoder state=Frozen (reported in literature), Encoder initialization=iNet-sup2026.03 | 84.1 | — | — | — | — | |
| TransMILEncoder state=Frozen (standardized implementation), Encoder initialization=iNet-SSL2026.03 | 82.5 | — | — | — | — | |
| FC-MaxEncoder state=Frozen (standardized implementation), Encoder initialization=iNet-SSL2026.03 | 81.8 | — | — | — | — | |
| AEMEncoder state=Frozen (reported in literature), Encoder initialization=iNet-sup2026.03 | 80.4 | — | — | — | — | |
| IBMILEncoder state=Frozen (reported in literature), Encoder initialization=iNet-sup2026.03 | 79.9 | — | — | — | — | |
| ABMILEncoder state=Frozen (reported in literature), Encoder initialization=iNet-sup2026.03 | 79 | — | — | — | — | |
| DSMILEncoder state=Frozen (reported in literature), Encoder initialization=iNet-sup2026.03 | 77.3 | — | — | — | — | |
| ACMILEncoder state=Frozen (standardized implementation), Encoder initialization=iNet-sup2026.03 | 77.2 | — | — | — | — | |
| CLAM-SBEncoder state=Frozen (reported in literature), Encoder initialization=iNet-sup2026.03 | 76.3 | — | — | — | — | |
| LinMaxEncoder state=Frozen (standardized implementation), Encoder initialization=iNet-sup2026.03 | 73.9 | — | — | — | — | |
| TransMILEncoder state=Frozen (standardized implementation), Encoder initialization=iNet-sup2026.03 | 72.8 | — | — | — | — | |
| ABMILEncoder state=Frozen (standardized implementation), Encoder initialization=iNet-sup2026.03 | 71.5 | — | — | — | — | |
| TransMILEncoder state=Frozen (reported in literature), Encoder initialization=iNet-sup2026.03 | 70.6 | — | — | — | — | |
| FC-MaxEncoder state=Frozen (standardized implementation), Encoder initialization=iNet-sup2026.03 | 67.8 | — | — | — | — | |
| MaxPoolEncoder state=Frozen (standardized implementation), Encoder initialization=Hist-SSL2026.03 | 63.3 | — | — | — | — | |
| MaxPoolEncoder state=Frozen (standardized implementation), Encoder initialization=iNet-SSL2026.03 | 59.2 | — | — | — | — | |
| MaxPoolEncoder state=Frozen (standardized implementation), Encoder initialization=iNet-sup2026.03 | 52.2 | — | — | — | — |