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Preprint Oct 2026

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

Open-vocabulary detection (OVD) recognizes categories unseen during training through textual category queries, yet achieving strong generalization with real-time efficiency remains challenging. Beyond vocabulary scaling, zero-shot generalization may benefit from reusable visual--semantic cues learned from seen data, in...

Yu-Peng Zhang, Zi-Yi Zhao, Jun-Tao Cheng et al. · 0 citations
Preprint Aug 2026

ECAD: Expanding Class-Agnostic Detection Beyond Thing-Centric Objectness

Extensive experiments show that ECADet consistently outperforms representative class-agnostic and proposal-based detectors on BTCO-Bench, demonstrating the effectiveness of expanded objectness discovery.

Liang Wan, Zixin Ren, Yupeng Zhang et al. · 0 citations

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