CUE mitigates concept confusion in long-tailed visual recognition by expanding supervision with multi-label concept sets from zero-shot CLIP and LLMs, using auxiliary Binary Logit-Adjustment losses to achieve stronger balanced performance than prior methods.
Lift+: Lightweight fine-tuning for long-tail learning
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CUE: Concept-Aware Multi-Label Expansion to Mitigate Concept Confusion in Long-Tailed Learning
CUE mitigates concept confusion in long-tailed visual recognition by expanding supervision with multi-label concept sets from zero-shot CLIP and LLMs, using auxiliary Binary Logit-Adjustment losses to achieve stronger balanced performance than prior methods.