Concept-based Classification on Derma
69F1 Score (Y)VH-CBM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VH-CBMBackbone=DINO, Supervision Level (%)=4.8%2026.05 | 69 | 66 | 92 | 33 | 2 | |
| CBMSupervision Level (%)=100%2026.05 | 68 | 65 | 91 | 28 | 41 | |
| CBMAnnotation percentage=100%, Annotation strategy=Random2026.05 | 68 | 65 | 91 | 28 | 41 | |
| VH-CBMBackbone=CLIP, Supervision Level (%)=4.8%2026.05 | 67 | 67 | 88 | 28 | 2 | |
| VH-CBMBackbone=DINO, Annotation percentage=4.8%, Annotation strategy=Random2026.05 | 66 | 70 | 91 | 28 | 2 | |
| CBMSupervision Level (%)=4.8%2026.05 | 65 | 56 | 80 | 15 | 40 | |
| CBMAnnotation percentage=4.8%, Annotation strategy=Random2026.05 | 65 | 56 | 80 | 15 | 40 | |
| VH-CBMBackbone=CLIP, Annotation percentage=4.8%, Annotation strategy=Random2026.05 | 63 | 64 | 86 | 23 | 2 | |
| LaBo2026.05 | 57 | 42 | 57 | 4 | 86 | |
| LaBoAnnotation strategy=Random2026.05 | 57 | 42 | 57 | 4 | 86 | |
| LF-CBM2026.05 | 51 | 42 | 56 | 5 | 14 | |
| LF-CBMAnnotation strategy=Random2026.05 | 51 | 42 | 56 | 5 | 14 | |
| VLG-CBM2026.05 | 43 | 42 | 50 | 2 | 27 | |
| VLG-CBMAnnotation strategy=Random2026.05 | 43 | 42 | 50 | 2 | 27 |