Publication Details

Vehicle Re-Identification and Multi-Camera Tracking in Challenging City-Scale Environment

ŠPAŇHEL Jakub, BARTL Vojtěch, JURÁNEK Roman and HEROUT Adam. Vehicle Re-Identification and Multi-Camera Tracking in Challenging City-Scale Environment. In: 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, vol. 2019. Long Beach: IEEE Computer Society, 2019, pp. 150-158. ISSN 2160-7516. Available from: http://openaccess.thecvf.com/content_CVPRW_2019/html/AI_City/Spanhel_Vehicle_Re-Identifiation_and_Multi-Camera_Tracking_in_Challenging_City-Scale_Environment_CVPRW_2019_paper.html
Czech title
Re-identifikace a sledování vozidel z více kamer v náročném městkém prostředí
Type
conference paper
Language
english
Authors
Špaňhel Jakub, Ing., Ph.D. (DCGM FIT BUT)
Bartl Vojtěch, Ing., Ph.D. (DCGM FIT BUT)
Juránek Roman, Ing., Ph.D. (DCGM FIT BUT)
Herout Adam, prof. Ing., Ph.D. (DCGM FIT BUT)
URL
Keywords

vehicle re-identification, vehicle multi-camera tracking, city-scale environment, camera calibration, neural networks, nvidia ai city challenge

Abstract

In our submission to the NVIDIA AI City Challenge, we address vehicle re-identification and vehicle multi-camera tracking. Our approach to vehicle re-identification is based on the extraction of visual features and aggregation of these features in the temporal domain to obtain a single feature descriptor for the whole observed track. For multi-camera tracking, we proposed a method for matching vehicles by the position of trajectory points in real-world space (linear coordinate system). Furthermore, we use CNN for the vehicle re-identification task to filter out false matches generated by proposed positional matching method for better results.

Published
2019
Pages
150-158
Journal
Proceedings of IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), vol. 2019, no. 1, ISSN 2160-7516
Proceedings
2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
Series
IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops
Conference
IEEE/CVF Conference on Computer Vision and Pattern Recognition, Long Beach, California, US
Publisher
IEEE Computer Society
Place
Long Beach, US
EID Scopus
2-s2.0-85083741752
BibTeX 
@INPROCEEDINGS{FITPUB12023,
   author = "Jakub \v{S}pa\v{n}hel and Vojt\v{e}ch Bartl and Roman Jur\'{a}nek and Adam Herout",
   title = "Vehicle Re-Identification and Multi-Camera Tracking in Challenging City-Scale Environment",
   pages = "150--158",
   booktitle = "2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)",
   series = "IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops",
   journal = "Proceedings of IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)",
   volume = 2019,
   number = 1,
   year = 2019,
   location = "Long Beach, US",
   publisher = "IEEE Computer Society",
   ISSN = "2160-7516",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/12023"
}
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