Concept-based Classification on CelebA
99F1 (Y)LF-CBM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LF-CBM2026.05 | 99 | 58 | 68 | 29 | 40 | |
| LF-CBMAnnotation strategy=Random2026.05 | 99 | 58 | 68 | 29 | 40 | |
| LaBo2026.05 | 98 | 55 | 66 | 28 | 77 | |
| VLG-CBM2026.05 | 98 | 54 | 62 | 22 | 42 | |
| VH-CBMBackbone=CLIP, Supervision Level (%)=1.4%2026.05 | 98 | 69 | 82 | 40 | 4 | |
| LaBoAnnotation strategy=Random2026.05 | 98 | 55 | 66 | 28 | 77 | |
| VLG-CBMAnnotation strategy=Random2026.05 | 98 | 54 | 62 | 22 | 42 | |
| VH-CBMBackbone=CLIP, Annotation percentage=1.4%, Annotation strategy=Random2026.05 | 98 | 68 | 83 | 35 | 5 | |
| VH-CBMBackbone=DINO, Supervision Level (%)=1.4%2026.05 | 97 | 65 | 83 | 43 | 4 | |
| VH-CBMBackbone=DINO, Annotation percentage=1.4%, Annotation strategy=Random2026.05 | 97 | 67 | 83 | 42 | 5 | |
| CBMSupervision Level (%)=100%2026.05 | 96 | 77 | 93 | 75 | 32 | |
| CBMAnnotation percentage=100%, Annotation strategy=Random2026.05 | 96 | 77 | 93 | 75 | 32 | |
| CBMSupervision Level (%)=1.4%2026.05 | 90 | 60 | 81 | 37 | 31 | |
| CBMAnnotation percentage=1.4%, Annotation strategy=Random2026.05 | 90 | 60 | 81 | 37 | 31 |