WSI Classification on CAMELYON17 (test)
91.4AUCILRA
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ILRABackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 91.4 | — | — | — | — | — | — | — | 66.2 | |
| MHIM-MILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 91.2 | — | — | — | — | — | — | — | 59.4 | |
| AEMBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 90.5 | — | — | — | — | — | — | — | 68.8 | |
| Clam-SBBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 89.9 | — | — | — | — | — | — | — | 66.7 | |
| AEMBackbone=ViT-B, Pre-training=VLM (CONCH)2024.06 | 89.3 | — | — | — | — | — | — | — | 58.1 | |
| LossAttnBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 89.2 | — | — | — | — | — | — | — | 65.6 | |
| AEMBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 88.7 | — | — | — | — | — | — | — | 64.7 | |
| DSMILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 88.7 | — | — | — | — | — | — | — | 58.2 | |
| AEMBackbone=ViT-G, Pre-training=SSL (GigaPath)2024.06 | 88.6 | — | — | — | — | — | — | — | 57.1 | |
| ABMILBackbone=ViT-L, Pre-training=SSL (UNI)2024.06 | 88.5 | — | — | — | — | — | — | — | 60.5 | |
| IBMILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 88.4 | — | — | — | — | — | — | — | 62.9 | |
| DTFD-MIL2023.05 | 88.4 | — | — | — | — | — | 79.7 | — | — | |
| CAMIL-L2023.05 | 88.1 | — | — | — | — | — | 82.8 | — | — | |
| CAMIL2023.05 | 88.1 | — | — | — | — | — | 84.3 | — | — | |
| ABMILBackbone=ViT-G, Pre-training=SSL (GigaPath)2024.06 | 88 | — | — | — | — | — | — | — | 55.5 | |
| CAMIL-G2023.05 | 87.5 | — | — | — | — | — | 81.8 | — | — | |
| TransMIL2023.05 | 87.3 | — | — | — | — | — | 80.4 | — | — | |
| TransMILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 87 | — | — | — | — | — | — | — | 64.1 | |
| LossAttnBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 86.5 | — | — | — | — | — | — | — | 57.5 | |
| ABMILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 86.4 | — | — | — | — | — | — | — | 61 | |
| AEMBackbone=ViT-L, Pre-training=SSL (UNI)2024.06 | 86.3 | — | — | — | — | — | — | — | 63.3 | |
| DSMIL2023.05 | 86.3 | — | — | — | — | — | 81.5 | — | — | |
| ABMILBackbone=ViT-B, Pre-training=VLM (CONCH)2024.06 | 86.2 | — | — | — | — | — | — | — | 52.9 | |
| ILRABackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 86 | — | — | — | — | — | — | — | 63.1 | |
| CLAM-MB2023.05 | 85.8 | — | — | — | — | — | 80.3 | — | — | |
| ABMILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 85.3 | — | — | — | — | — | — | — | 52.2 | |
| IBMILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 85 | — | — | — | — | — | — | — | 55.7 | |
| CLAM-SB2023.05 | 84.9 | — | — | — | — | — | 80.2 | — | — | |
| Clam-SBBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 84.6 | — | — | — | — | — | — | — | 52.3 | |
| MHIM-MILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 84.5 | — | — | — | — | — | — | — | 54.1 | |
| DSMILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 80.4 | — | — | — | — | — | — | — | 53.2 | |
| TransMILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 79.2 | — | — | — | — | — | — | — | 55.4 | |
| GTP2023.05 | 76.2 | — | — | — | — | — | 80 | — | — | |
| DESASetup=Heterogeneous local models2025.06 | — | 72 | 70 | 92 | 67 | 75 | 75.7 | 0.03 | — | |
| FedD3Setup=Heterogeneous local models2025.06 | — | 69 | 73 | 84 | 69 | 72 | 73.2 | 0.01 | — | |
| FedDGMSetup=Heterogeneous local models2025.06 | — | 74 | 72 | 85 | 67 | 72 | 74.2 | 0.04 | — | |
| FedDMSetup=Heterogeneous local models2025.06 | — | 72 | 73 | 84 | 65 | 74 | 73.6 | 0.03 | — | |
| FedDynsetup=Homogeneous model setup2025.06 | — | 80 | 71.7 | 83.3 | 58.3 | 78.3 | 73.3 | 0.0003 | — | |
| FedHESetup=Heterogeneous local models2025.06 | — | 75 | 61.7 | 80 | 73 | 75 | 73 | 0.01 | — | |
| FedHistosetup=Homogeneous model setup2025.06 | — | 85 | 71.7 | 81.7 | 61.7 | 81.7 | 76.3 | 0.002 | — | |
| FedImprosetup=Homogeneous model setup2025.06 | — | 82.8 | 70.2 | 88.8 | 66.2 | 83 | 79.3 | 0.03 | — | |
| FedMutsetup=Homogeneous model setup2025.06 | — | 82 | 73 | 88 | 70.6 | 80.6 | 78.7 | 0.04 | — | |
| FedWSIDDSetup=Heterogeneous local models2025.06 | — | 77 | 73 | 86 | 73 | 79 | 77.6 | — | — | |
| FedWSIDDsetup=Homogeneous model setup2025.06 | — | 86 | 76 | 89 | 71 | 84 | 81.2 | — | — | |
| Localsetup=Homogeneous model setup2025.06 | — | 80 | 60 | 86.7 | 60 | 80 | 73.3 | 0.0005 | — | |
| MOONsetup=Homogeneous model setup2025.06 | — | 90 | 61.7 | 83.3 | 63.3 | 81.7 | 78.3 | 0.02 | — | |
| SGPTSetup=Heterogeneous local models2025.06 | — | 75 | 68.3 | 88.3 | 71.6 | 75 | 76.7 | 0.04 | — |