Traffic Flow Video Image Recognition and Analysis Based on Multi-Target Tracking Algorithm and Deep Learning

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作者信息关键词期刊信息基础信息归属信息摘要

成果类型：

期刊论文

作者：

Zou, Songshang;Chen, Hao;Feng, Hui;Xiao, Guangyi;Qin, Zhen;...

通讯作者：

Chen, H.

作者机构：

[Zou, Songshang; Xiao, Guangyi; Qin, Zhen; Chen, Hao] Hunan Univ, Coll Comp Sci & Elect Engn, Changsha 410082, Peoples R China.

[Feng, Hui] Hainan Vocat Univ Sci & Technol, Sch Informat Engn, Haikou 571126, Peoples R China.

[Feng, Hui] Jiangsu Vocat & Tech Coll Finance & Econ, Sch Intelligent Engn Technol, Huaian 223003, Peoples R China.

[Cai, Weiwei] Cent South Univ Forestry & Technol, Sch Logist & Transportat, Changsha 410004, Peoples R China.

[Cai, Weiwei] AiTech Artificial Intelligence Res Inst, Changsha 410000, Peoples R China.

通讯机构：

[Chen, H.] H

Hunan University, China

语种：

英文

关键词：

estimation model;feature recognition;LSTM;multi-target tracking;Traffic flow real-time detection

期刊：

IEEE Transactions on Intelligent Transportation Systems

ISSN：

1524-9050

年：

2023

卷：

期：

页码：

8762-8775

DOI：

10.1109/TITS.2022.3222608

基金类别：

10.13039/501100001809-National Natural Science Foundation of China (Grant Number: 62272156 and U20A20174) Science and Technology Projects of Hunan Province (Grant Number: 2019WK2072, 2018TP2023 and 2015TP1004)

机构署名：

本校为其他机构

院系归属：

交通运输与物流学院

摘要：

Traffic flow parameters are an important data support for the research and development of several technologies in the intelligent transportation system. Therefore, accurate and real-time estimation of traffic flow is particularly important for urban traffic. In this study, a real-time traffic flow detection system framework was constructed based on video image collection and analysis. According to the vehicle detection and tracking results, a traffic flow parameter estimation model and an improved LSTM network are proposed for spatiotemporal counting feature recognition. The results conclude t...

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Traffic Flow Video Image Recognition and Analysis Based on Multi-Target Tracking Algorithm and Deep Learning

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