Skin Disease Classification on Fitzpatrick 17k In-domain
78.45F1 ScoreCBM (Baseline)
Evaluation Results
| Method | Links | |
|---|---|---|
| CBM (Baseline)Backbone=ViT-B/16, Classifier=MLP(20)2024.07 | 78.45 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=MLP(20)2024.07 | 78.17 | |
| CBM (Baseline)Backbone=ViT-B/16, Classifier=MLP(128)2024.07 | 77.89 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=MLP(128)2024.07 | 77.7 | |
| align_concept_cbmBackbone=VGG16, Classifier=Linear2024.07 | 77.11 | |
| align_concept_cbmBackbone=ViT-B/16, Classifier=Linear2024.07 | 76.97 | |
| CBM (Baseline)Backbone=ViT-B/16, Classifier=Linear2024.07 | 76.88 | |
| CBM (Baseline)Backbone=VGG16, Classifier=Linear2024.07 | 76.58 | |
| align_concept_cbmBackbone=VGG16, Classifier=MLP(20)2024.07 | 75.64 | |
| align_concept_cbmBackbone=VGG16, Classifier=MLP(128)2024.07 | 75.04 | |
| CBM (Baseline)Backbone=VGG16, Classifier=MLP(20)2024.07 | 74.28 | |
| CBM (Baseline)Backbone=VGG16, Classifier=MLP(128)2024.07 | 73.78 |