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Author

Shu-Jing Xie

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Open access Aug 2026

A Novel Study of Traffic Object Detection Based on Video Surveillance Streams

A perception-tracking-reasoning framework based on traffic rules, which is used for vehicle recognition and driving-state analysis in surveillance videos is proposed, which integrates enhanced vehicle perception, cross-frame identity association, trajectory-state modeling, and interpretable rule reasoning into a unifie...

Shu-Jing Xie, Zhi-Hao Zhang, Shuo Wang et al. · 0 citations
Jul 2026

QS-YOLOv8: a lightweight and efficient detector for small objects

A high-level feature channel compression strategy is proposed, which compresses redundant high-level channels and removes the P5 detection head, thereby reducing model complexity while preserving key semantic information in a lightweight detection framework named QS-YOLOv8.

Shu-Jing Xie, Haikun Li, Weihao Ye et al. · 0 citations

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