Concept-based Classification on Shapes3d
99F1 (Y)CBM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CBMSupervision Level (%)=100%2026.05 | 99 | 99 | 99 | 99 | 38 | |
| VH-CBMBackbone=CLIP, Supervision Level (%)=0.71%2026.05 | 99 | 91 | 95 | 81 | 3 | |
| CBMAnnotation percentage=100%, Annotation strategy=Random2026.05 | 99 | 99 | 99 | 99 | 38 | |
| VH-CBMBackbone=CLIP, Annotation percentage=0.71%, Annotation strategy=Random2026.05 | 99 | 89 | 95 | 76 | 3 | |
| VH-CBMBackbone=DINO, Supervision Level (%)=0.71%2026.05 | 98 | 89 | 96 | 79 | 3 | |
| VH-CBMBackbone=DINO, Annotation percentage=0.71%, Annotation strategy=Random2026.05 | 98 | 91 | 97 | 76 | 3 | |
| LF-CBM2026.05 | 96 | 57 | 72 | 28 | 39 | |
| LF-CBMAnnotation strategy=Random2026.05 | 96 | 57 | 72 | 28 | 39 | |
| CBMSupervision Level (%)=0.71%2026.05 | 94 | 77 | 92 | 63 | 39 | |
| CBMAnnotation percentage=0.71%, Annotation strategy=Random2026.05 | 94 | 77 | 92 | 63 | 39 | |
| LaBo2026.05 | 76 | 56 | 72 | 28 | 89 | |
| LaBoAnnotation strategy=Random2026.05 | 76 | 56 | 72 | 28 | 89 | |
| VLG-CBM2026.05 | 49 | 54 | 68 | 24 | 31 | |
| VLG-CBMAnnotation strategy=Random2026.05 | 49 | 54 | 68 | 24 | 31 |