Image Classification on CIFAR-100 (NEC, Acc, SIR)
77.53AccuracyLinear Probe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Linear ProbeEvaluation protocol=linear probe2026.06 | 77.53 | — | — | |
| CFM (Ours)Concept type=curated (LLM-based hierarchy), Concept budget=2002026.06 | 72.29 | 55.02 | 16.61 | |
| LaboConcept type=curated (LLM), Concept budget=2002026.06 | 70.98 | 184.33 | 3.62 | |
| PCBMConcept type=curated (ConceptNet), Concept budget=2002026.06 | 68.98 | 183.99 | 0.7 | |
| CBM (Random)Concept type=random, Concept budget=2002026.06 | 68.5 | 184.2 | 0 | |
| CFM (Random)Concept type=random, Concept budget=2002026.06 | 62 | 54.24 | 0 |