Image Classification on 11 Image Classification Datasets Average
78.3Avg ACCPS-CBM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PS-CBMConcept Generation=Language+Vision, Concept Pools=Partially Shared2025.11 | 78.3 | 545 | 59 | |
| DN-CBMConcept Generation=Vision, Concept Pools=Globally Shared2025.11 | 77.3 | 8,192 | 53.4 | |
| VLG-CBM2025.11 | 75.2 | 732 | 57 | |
| LM4CV2025.11 | 73.4 | 873 | 56.4 | |
| LF-CBMConcept Generation=Language, Concept Pools=Globally Shared2025.11 | 72.9 | 718 | 55.2 | |
| LaBoConcept Generation=Language, Concept Pools=Independent2025.11 | 72.8 | 7,900 | 51.6 | |
| V2C-CBMConcept Generation=Vision, Concept Pools=Independent2025.11 | 72.8 | 7,500 | 51.2 | |
| Res-CBM2025.11 | 71.8 | 291 | 56.7 | |
| DCBM2025.11 | 70.9 | 2,048 | 49.5 |