Technology of Graphic & Image
|
1879-1883

Traffic anomaly detection based on multi-target tracking

Gao Xinwen1,2
Shen Zhuo2,3
Xu Guoyao2,3
Feng Ling4
1. Institute of Mechanical & Electrical Engineering & Automation, Shanghai University, Shanghai 200444, China
2. SHU-SUCG Research Center for Building Industrialization, Shanghai University, Shanghai 200072, China
3. SHU-UTS SILC Business School, Shanghai University, Shanghai 201800, China
4. Shanghai Pujiang Bridge & Tunnel Operation Management Co. Ltd. , Shanghai 201315, China

Abstract

Aiming at the problem that the accuracy and stability of the traditional automatic detection method of abnormal behavior cannot meet various demand of video detection, this paper combined the latest target detection network YOLOv3 with the target tracking algorithm. Through the improvement of the multi-target tracking framework based on SORT, the cascade matching of detection targets adopted the index of fusion of motion and appearance features to adapt to the actual situation of via-duct road monitoring. Then, it used the improved multi-target tracking algorithm to track the target in the monitoring video of urban elevated road. With the corresponding trajectory discrimination rules, it realized the automatic discrimination of abnormal traffic behaviors of pedestrians, parking and vehicles changing lanes in the video. It has high discrimination accuracy and can achieve practical application purposes.

Foundation Support

上海市科委项目(18DZ1201204)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2020.05.0201
Publish at: Application Research of Computers Printed Article, Vol. 38, 2021 No. 6
Section: Technology of Graphic & Image
Pages: 1879-1883
Serial Number: 1001-3695(2021)06-053-1879-05

Publish History

[2021-06-05] Printed Article

Cite This Article

高新闻, 沈卓, 许国耀, 等. 基于多目标跟踪的交通异常事件检测 [J]. 计算机应用研究, 2021, 38 (6): 1879-1883. (Gao Xinwen, Shen Zhuo, Xu Guoyao, et al. Traffic anomaly detection based on multi-target tracking [J]. Application Research of Computers, 2021, 38 (6): 1879-1883. )

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Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

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