Computer vision based real-time vehicle tracking and classification system

被引:0
|
作者
Humberto Pena-Gonzalez, Raul [1 ]
Aurelio Nuno-Maganda, Marco [1 ]
机构
[1] Univ Politecn Victoria, Ciudad Victoria, Tamaulipas, Mexico
来源
2014 IEEE 57TH INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS) | 2014年
关键词
Vehicle Detection; Traffic Estimation; Computer Vision; Image Classification;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Detect, classify and keep track, in real-time, on different kinds of objects or vehicles that are moving on a road is crucial for traffic managements systems, among other research areas. In this paper, a vision based system to detect, track, count and classify moving vehicles, on any kind of road, is shown. The data acquisition system consists of a HD-RGB camera placed on the road, while the information processing is performed by clustering and classification algorithms. The system obtained an efficiency score over the 95 percent in test cases, as well, the correct classification of 85 percent of the test objects. Also, the system achieves 30 fps in image processing with a resolution of 1280x720.
引用
收藏
页码:679 / 682
页数:4
相关论文
共 50 条
  • [1] A real-time computer vision system for vehicle tracking and traffic surveillance
    Coifman, B
    Beymer, D
    McLauchlan, P
    Malik, J
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 1998, 6 (04) : 271 - 288
  • [2] Real-time Vehicle Pedestrian Detection and Tracking Algorithm based on Computer Vision
    Ye, Liping
    Lang Pei
    PROCEEDINGS OF 2024 3RD INTERNATIONAL CONFERENCE ON FRONTIERS OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING, FAIML 2024, 2024, : 17 - 22
  • [3] Real-time vision-based preceding vehicle tracking and recognition
    Chang, HY
    Fu, CM
    Huang, CL
    2005 IEEE INTELLIGENT VEHICLES SYMPOSIUM PROCEEDINGS, 2005, : 514 - 519
  • [4] A real-time vision-based vehicle tracking and traffic surveillance
    Liu Zhi-Fang
    You Zhisheng
    SNPD 2007: EIGHTH ACIS INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING, AND PARALLEL/DISTRIBUTED COMPUTING, VOL 1, PROCEEDINGS, 2007, : 174 - +
  • [5] Real-time vision-based tracking control of an unmanned vehicle
    Lee, KM
    Zhou, Z
    Blenis, R
    Blasch, E
    MECHATRONICS, 1995, 5 (08) : 973 - 991
  • [6] Real-time vision-based tracking control of an unmanned vehicle
    Lee, Kok-Meng, 1600, Pergamon Press Ltd, Oxford, United Kingdom (05):
  • [7] A Real-Time Seizure Classification System Using Computer Vision Techniques
    Pothula, Pavan Kumar
    Marisetty, Sriram
    Rao, Madhav
    SYSCON 2022: THE 16TH ANNUAL IEEE INTERNATIONAL SYSTEMS CONFERENCE (SYSCON), 2022,
  • [8] A Meanshift-based Imbedded Computer Vision System Design for Real-time Target Tracking
    Chen, Ken
    Fu, Songyin
    Song, Kangkang
    Jhun, Chul Gyu
    PROCEEDINGS OF 2012 7TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION, VOLS I-VI, 2012, : 1298 - 1303
  • [9] Real-time Detection and Tracking for Moving Objects Based on Computer Vision Method
    Hou, Yi-You
    Chiou, Sz-Yu
    Lin, Ming-Hung
    2017 2ND INTERNATIONAL CONFERENCE ON CONTROL AND ROBOTICS ENGINEERING (ICCRE2017), 2017,
  • [10] Real-time Tracking Based on Neuromrophic Vision
    Li, Hongmin
    Pei, Jing
    Li, Guoqi
    2015 15TH NON-VOLATILE MEMORY TECHNOLOGY SYMPOSIUM (NVMTS), 2015,