WBC type classification on Scirep (out-of-domain)
80.15F1 Scorealign_concept_cbm
Evaluation Results
| Method | Links | |
|---|---|---|
| align_concept_cbmBackbone=ViT-B/16, Classifier=MLP(128), Clinical Knowledge Integration=true2024.07 | 80.15 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=Linear, Clinical Knowledge Integration=true2024.07 | 77.04 | |
| CBMBackbone=ViT-B/16, Classifier=MLP(128), Clinical Knowledge Integration=false2024.07 | 76.39 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=MLP(20), Clinical Knowledge Integration=true2024.07 | 75.45 | |
| CBMBackbone=ViT-B/16, Classifier=Linear, Clinical Knowledge Integration=false2024.07 | 75.24 | |
| CBMBackbone=ViT-B/16, Classifier=MLP(20), Clinical Knowledge Integration=false2024.07 | 71.54 | |
| align_concept_cbmBackbone=VGG16, Classifier=MLP(128), Clinical Knowledge Integration=true2024.07 | 70.5 | |
| align_concept_cbmBackbone=VGG16, Classifier=Linear, Clinical Knowledge Integration=true2024.07 | 70.22 | |
| align_concept_cbmBackbone=VGG16, Classifier=MLP(20), Clinical Knowledge Integration=true2024.07 | 70.02 | |
| CBMBackbone=VGG16, Classifier=Linear, Clinical Knowledge Integration=false2024.07 | 68.99 | |
| CBMBackbone=VGG16, Classifier=MLP(20), Clinical Knowledge Integration=false2024.07 | 66.91 | |
| CBMBackbone=VGG16, Classifier=MLP(128), Clinical Knowledge Integration=false2024.07 | 66.31 |