Chapter
Dec 14, 2021
An Improved Cross-Camera Vehicle Tracking Method: Re-Identification Feature Matching of Confidence Based on Spatio-Temporal Information
Authors: Zhijia Yu [email protected], Liangru Xiang [email protected], Jianming Hu [email protected], and Xin Pei [email protected]Author Affiliations
Publication: CICTP 2021
ABSTRACT
Intelligent Vehicle Infrastructure Cooperative Systems is a key research topic in the field of Intelligent Transportation Systems; traffic object perception based on cameras is one of its foundations. Due to the development of computer vision, single-camera traffic object tracking has implemented some advanced methods, but it is still inadequate in identity matching, especially because of more similar appearance. This study uses the background of multi-cameras and the DeepSORT algorithm as the basic framework to propose a vehicle identity matching algorithm based on the re-identification features determined by spatio-temporal information. The proposed method has been tested on a benchmark dataset of traffic video, achieving great performance and verifying its validity. Finally, this paper further discusses the advantages and disadvantages of the cross-camera vehicle tracking algorithm based on joint target matching of vehicle features and spatio-temporal information, contributing to the direction of future improvement of the algorithm.
Get full access to this article
View all available purchase options and get full access to this chapter.
Information & Authors
Information
Published In
History
Published online: Dec 14, 2021
Permissions
Request permissions for this article.
Authors
Affiliations
1Dept. of Automation, Tsinghua Univ., Shanghai Cleartv Co., Ltd. Joint Research Center for Video-Based Scenario Fusion Technology, Beijing, China. Email: [email protected]
2Dept. of Automation, Tsinghua Univ., Beijing, China. Email: [email protected]
3Dept. of Automation, Tsinghua Univ., Shanghai Cleartv Co., Ltd. Joint Research Center for Video-Based Scenario Fusion Technology, Beijing, China. Email: [email protected]
4Dept. of Automation, Tsinghua Univ., Shanghai Cleartv Co., Ltd. Joint Research Center for Video-Based Scenario Fusion Technology, Beijing, China. Email: [email protected]
Metrics & Citations
Metrics
Citations
Download citation
If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.
View Options
Get Access
Access content
Please select your options to get access
Log in/Register
Log in via your institution (Shibboleth)
ASCE Members:
Please log in to see member pricing
Purchase
Save for later Item saved, go to cart Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Get Access
Access content
Please select your options to get access
Log in/Register
Log in via your institution (Shibboleth)
ASCE Members:
Please log in to see member pricing
Purchase
Save for later Item saved, go to cart Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.