Image Classification on Tiny ImageNet (NEC, Acc, SIR)
75.25AccuracyLinear Probe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Linear ProbeEvaluation protocol=linear probe2026.06 | 75.25 | — | — | |
| PCBMConcept type=curated (ConceptNet), Concept budget=4002026.06 | 71.07 | 362.01 | 3.32 | |
| CFM (Ours)Concept type=curated (LLM-based hierarchy), Concept budget=4002026.06 | 70.79 | 92.12 | 9.09 | |
| LaboConcept type=curated (LLM), Concept budget=4002026.06 | 69.86 | 369.36 | 1.57 | |
| CBM (Random)Concept type=random, Concept budget=4002026.06 | 68.78 | 362.34 | 0 | |
| CFM (Random)Concept type=random, Concept budget=4002026.06 | 64.89 | 89.83 | 0 |