Concept-based Classification on CUB
88F1 (Target Y)VH-CBM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VH-CBMBackbone=DINO, Supervision Level (%)=7.0%2026.05 | 88 | 89 | 94 | 71 | 2 | |
| VH-CBMBackbone=CLIP, Supervision Level (%)=7.0%2026.05 | 80 | 82 | 92 | 56 | 2 | |
| CBMSupervision Level (%)=100%2026.05 | 69 | 86 | 97 | 75 | 32 | |
| LF-CBM2026.05 | 67 | 48 | 45 | 19 | 21 | |
| CBMSupervision Level (%)=7.0%2026.05 | 63 | 70 | 84 | 37 | 32 | |
| VLG-CBM2026.05 | 60 | 79 | 91 | 61 | 23 | |
| LaBo2026.05 | 27 | 56 | 66 | 19 | 80 | |
| VH-CBMBackbone=DINO, Annotation percentage=7.0%, Annotation strategy=Random2026.05 | 0.89 | 0.89 | 0.96 | 0.68 | 0.02 | |
| VH-CBMBackbone=CLIP, Annotation percentage=7.0%, Annotation strategy=Random2026.05 | 0.79 | 0.81 | 0.92 | 0.54 | 0.02 | |
| CBMAnnotation percentage=100%, Annotation strategy=Random2026.05 | 0.69 | 0.86 | 0.97 | 0.75 | 0.32 | |
| LF-CBMAnnotation strategy=Random2026.05 | 0.67 | 0.48 | 0.45 | 0.19 | 0.21 | |
| CBMAnnotation percentage=7.0%, Annotation strategy=Random2026.05 | 0.63 | 0.7 | 0.84 | 0.37 | 0.32 | |
| VLG-CBMAnnotation strategy=Random2026.05 | 0.6 | 0.79 | 0.91 | 0.61 | 0.23 | |
| LaBoAnnotation strategy=Random2026.05 | 0.27 | 0.56 | 0.66 | 0.19 | 0.8 |