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You-Xuan Qin

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Open access Oct 2026

Contextual Hashing with Decoupled Localization for Efficient Video Corpus Moment Retrieval.

The aim of Video Corpus Moment Retrieval (VCMR) is to locate temporal moments within a large video corpus on the basis of textual queries; however, it faces challenges in balancing retrieval efficiency and localization accuracy. Existing approaches typically rely on high-dimensional continuous embeddings for retrieval...

Ming-Jin Kuai, Jin-Zhuo Peng, Zhe-Qi Lv et al. · 0 citations
Jul 2026

JigShape: Evaluating Visual-Geometric Reasoning in VLMs through Jigsaw Puzzles

A benchmark with tab-and-blank interlocking pieces where geometric constraints provide strong local compatibility requirements that, combined with visual content, yield unambiguous ground truth is introduced, establishing scalable geometric reasoning as an open challenge for vision-language models.

Shawn Li, Wei Yang, Jike Zhong et al. · 1 citation

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