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Xiao-Yan Wei

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Preprint Aug 2026

OPUS: A Simple yet Effective Unified Framework for Open-Vocabulary Detection

Recent unified open-vocabulary detection (OVD) supports heterogeneous prompts, including text queries, visual exemplars, and their combinations, but often rely on increasingly complex designs such as heavy cross-modal fusion, staged training, and iterative annotation pipelines. We revisit whether such complexity is nec...

Xiao-Yan Wei, Zhi-Min Yao, Rui-Lin Yang et al. · 0 citations

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