Image Classification on UCF101 (Acc, NEC, SIR)
95AccuracyLinear Probe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Linear ProbeEvaluation protocol=linear probe2026.06 | 95 | — | — | |
| LaboConcept type=curated (LLM), Concept budget=2022026.06 | 84.62 | 190.6 | 6.91 | |
| CFM (Ours)Concept type=curated (LLM-based hierarchy), Concept budget=2022026.06 | 84.6 | 45.8 | 16.27 | |
| CBM (Random)Concept type=random, Concept budget=2022026.06 | 79.15 | 187.31 | 0 | |
| CFM (Random)Concept type=random, Concept budget=2022026.06 | 72.76 | 44.99 | 0 |