Application of Image Processing and Three-Dimensional Data Reconstruction Algorithm Based on Traffic Video in Vehicle Component Detection
Joint Authors
Li, Gang
Song, Huansheng
Wang, Shuyu
Kong, Jinliang
Source
Mathematical Problems in Engineering
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-11-15
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Abstract EN
Vehicle detection is one of the important technologies in intelligent video surveillance systems.
Owing to the perspective projection imaging principle of cameras, traditional two-dimensional (2D) images usually distort the size and shape of vehicles.
In order to solve these problems, the traffic scene calibration and inverse projection construction methods are used to project the three-dimensional (3D) information onto the 2D images.
In addition, a vehicle target can be characterized by several components, and thus vehicle detection can be fulfilled based on the combination of these components.
The key characteristics of vehicle targets are distinct during a single day; for example, the headlight brightness is more significant at night, while the vehicle taillight and license plate color are much more prominent in the daytime.
In this paper, by using the background subtraction method and Gaussian mixture model, we can realize the accurate detection of target lights at night.
In the daytime, however, the detection of the license plate and taillight of a vehicle can be fulfilled by exploiting the background subtraction method and the Markov random field, based on the spatial geometry relation between the corresponding components.
Further, by utilizing Kalman filters to follow the vehicle tracks, detection accuracy can be further improved.
Finally, experiment results demonstrate the effectiveness of the proposed methods.
American Psychological Association (APA)
Li, Gang& Song, Huansheng& Wang, Shuyu& Kong, Jinliang. 2017. Application of Image Processing and Three-Dimensional Data Reconstruction Algorithm Based on Traffic Video in Vehicle Component Detection. Mathematical Problems in Engineering،Vol. 2017, no. 2017, pp.1-16.
https://search.emarefa.net/detail/BIM-1190349
Modern Language Association (MLA)
Li, Gang…[et al.]. Application of Image Processing and Three-Dimensional Data Reconstruction Algorithm Based on Traffic Video in Vehicle Component Detection. Mathematical Problems in Engineering No. 2017 (2017), pp.1-16.
https://search.emarefa.net/detail/BIM-1190349
American Medical Association (AMA)
Li, Gang& Song, Huansheng& Wang, Shuyu& Kong, Jinliang. Application of Image Processing and Three-Dimensional Data Reconstruction Algorithm Based on Traffic Video in Vehicle Component Detection. Mathematical Problems in Engineering. 2017. Vol. 2017, no. 2017, pp.1-16.
https://search.emarefa.net/detail/BIM-1190349
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1190349