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Jun-Tao Cheng

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Preprint Oct 2026

RT-DETR-World: Transferring Rich LLM Semantics to Real-Time Open-Vocabulary Detection

RT-DETR-World is proposed, a compact DETR-style detector that transfers the rich semantics conveyed by descriptions during training while retaining lightweight query--text matching at inference, and Relation-Aware Negative Relaxation (RNR) is proposed, which uses teacher-derived semantic similarities to relax related n...

Yu-Peng Zhang, Zi-Yi Zhao, Jun-Tao Cheng et al. · 0 citations

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