WBC type classification on PBC (in-domain)
99.78F1 ScoreCBM
Evaluation Results
| Method | Links | |
|---|---|---|
| CBMBackbone=VGG16, Classifier=MLP(128), Clinical Knowledge Integration=false2024.07 | 99.78 | |
| align_concept_cbmBackbone=VGG16, Classifier=MLP(20), Clinical Knowledge Integration=true2024.07 | 99.73 | |
| CBMBackbone=ViT-B/16, Classifier=MLP(128), Clinical Knowledge Integration=false2024.07 | 99.72 | |
| CBMBackbone=VGG16, Classifier=MLP(20), Clinical Knowledge Integration=false2024.07 | 99.69 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=Linear, Clinical Knowledge Integration=true2024.07 | 99.69 | |
| CBMBackbone=VGG16, Classifier=Linear, Clinical Knowledge Integration=false2024.07 | 99.68 | |
| align_concept_cbmBackbone=VGG16, Classifier=MLP(128), Clinical Knowledge Integration=true2024.07 | 99.67 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=MLP(20), Clinical Knowledge Integration=true2024.07 | 99.67 | |
| align_concept_cbmBackbone=VGG16, Classifier=Linear, Clinical Knowledge Integration=true2024.07 | 99.63 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=MLP(128), Clinical Knowledge Integration=true2024.07 | 99.63 | |
| CBMBackbone=ViT-B/16, Classifier=Linear, Clinical Knowledge Integration=false2024.07 | 99.61 | |
| CBMBackbone=ViT-B/16, Classifier=MLP(20), Clinical Knowledge Integration=false2024.07 | 99.42 |