WBC type classification on RaabinWBC (out-of-domain)
58.4F1 Scorealign_concept_cbm
Evaluation Results
| Method | Links | |
|---|---|---|
| align_concept_cbmBackbone=VGG16, Classifier=MLP(128), Clinical Knowledge Integration=true2024.07 | 58.4 | |
| align_concept_cbmBackbone=VGG16, Classifier=Linear, Clinical Knowledge Integration=true2024.07 | 54.45 | |
| CBMBackbone=VGG16, Classifier=MLP(128), Clinical Knowledge Integration=false2024.07 | 54.45 | |
| align_concept_cbmBackbone=VGG16, Classifier=MLP(20), Clinical Knowledge Integration=true2024.07 | 53.29 | |
| CBMBackbone=VGG16, Classifier=MLP(20), Clinical Knowledge Integration=false2024.07 | 53.06 | |
| CBMBackbone=VGG16, Classifier=Linear, Clinical Knowledge Integration=false2024.07 | 51.01 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=MLP(128), Clinical Knowledge Integration=true2024.07 | 49.75 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=MLP(20), Clinical Knowledge Integration=true2024.07 | 48.13 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=Linear, Clinical Knowledge Integration=true2024.07 | 47.27 | |
| CBMBackbone=ViT-B/16, Classifier=MLP(128), Clinical Knowledge Integration=false2024.07 | 43.64 | |
| CBMBackbone=ViT-B/16, Classifier=Linear, Clinical Knowledge Integration=false2024.07 | 41.19 | |
| CBMBackbone=ViT-B/16, Classifier=MLP(20), Clinical Knowledge Integration=false2024.07 | 40.03 |