Skin Disease Classification on DDI (Out-of-domain)
60.13F1 Scorealign_concept_cbm
Evaluation Results
| Method | Links | |
|---|---|---|
| align_concept_cbmBackbone=VGG16, Classifier=Linear2024.07 | 60.13 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=Linear2024.07 | 59.46 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=MLP(128)2024.07 | 59.04 | |
| CBM (Baseline)Backbone=VGG16, Classifier=Linear2024.07 | 58.87 | |
| CBM (Baseline)Backbone=ViT-B/16, Classifier=Linear2024.07 | 57.78 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=MLP(20)2024.07 | 57.11 | |
| align_concept_cbmBackbone=VGG16, Classifier=MLP(128)2024.07 | 56.01 | |
| CBM (Baseline)Backbone=ViT-B/16, Classifier=MLP(128)2024.07 | 55.88 | |
| align_concept_cbmBackbone=VGG16, Classifier=MLP(20)2024.07 | 54.78 | |
| CBM (Baseline)Backbone=ViT-B/16, Classifier=MLP(20)2024.07 | 53.44 | |
| CBM (Baseline)Backbone=VGG16, Classifier=MLP(20)2024.07 | 52.33 | |
| CBM (Baseline)Backbone=VGG16, Classifier=MLP(128)2024.07 | 51.6 |