Image Classification on CUB200 (NEC, Acc, SIR)
71.68AccuracyLinear Probe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Linear ProbeEvaluation protocol=linear probe2026.06 | 71.68 | — | — | |
| Linear ProbeNEC=N/A2026.06 | 71.68 | — | — | |
| CFM (Ours)Concept type=curated (LLM-based hierarchy), Concept budget=4002026.06 | 65.68 | 109.34 | 39.5 | |
| CFMNEC=109.34±13.132026.06 | 65.68 | — | 39.5 | |
| LaboConcept type=curated (LLM), Concept budget=4002026.06 | 65.13 | 357.92 | 24.7 | |
| LaboNEC=357.92±0.772026.06 | 65.13 | — | 24.7 | |
| CBM (Random)Concept type=random, Concept budget=4002026.06 | 52.23 | 344.19 | 0 | |
| CBM (Random)NEC=344.19±8.492026.06 | 52.23 | — | 0 | |
| CFM (Random)Concept type=random, Concept budget=4002026.06 | 47.08 | 104.61 | 0 | |
| CFM (Random)NEC=104.61±12.472026.06 | 47.08 | — | 0 |