A robust algorithm of contour extraction for vehicle tracking

被引:0
|
作者
Fan, ZM [1 ]
Zhou, J [1 ]
Gao, DS [1 ]
机构
[1] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
来源
CHINESE JOURNAL OF ELECTRONICS | 2003年 / 12卷 / 03期
关键词
contour extraction; object tracking; active snake; Kalman filter;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Contour extraction of moving vehicle is an important and challenging issue in traffic surveillance. In this paper, a robust algorithm is proposed for contour extraction and moving vehicle tracking. First, we establish a modified snake model and utilize the directional information of the edge map to guide the snaxels' behavior. Then an adaptive shape restriction is embedded into the algorithm to govern the scope of the snake's motion, and Kalman filter is employed to estimate spatio-temporal relationship between successive frames. In addition, multiple refinements are suggested to compensate for the snake's vulnerability to fake edges. All of them contribute to a robust overall performance in contour extraction and vehicle tracking. Experimental results in real traffic scene prove the effectiveness of our algorithm. The comparison with conventional snakes is also provided.
引用
收藏
页码:358 / 361
页数:4
相关论文
共 50 条
  • [1] Robust contour extraction for moving vehicle tracking
    Fan, ZM
    Zhou, J
    Gao, DS
    Rong, G
    2002 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, 2002, : 625 - 628
  • [2] A Robust Unsupervised Algorithm of Contour Extraction
    Zou, Qi
    Luo, Siwei
    Huang, Yaping
    ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, : 1183 - 1186
  • [3] Contour extraction algorithm using a robust neural network
    Zhou Zhiheng
    Li Zhengfang
    Zeng Delu
    COMPUTATIONAL SCIENCE - ICCS 2007, PT 4, PROCEEDINGS, 2007, 4490 : 283 - +
  • [4] ACTIVE AND ROBUST CONTOUR EXTRACTION BY BIPHASED GENETIC ALGORITHM
    SEO, WC
    INOUE, K
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 1994, E77D (11) : 1225 - 1232
  • [5] Robust Vehicle Tracking Using Perceptual Hashing Algorithm
    Li, Zheng
    Yang, Jian-Fei
    Chen, Long
    Zha, Juan
    2015 IEEE 14TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA), 2015, : 1111 - 1116
  • [6] Vehicle tracking and reporting system using robust algorithm
    Alkawaz, Mohammed Hazim
    Veeran, Maran Tamil
    Al-Sanjary, Omar Ismael
    Proceeding - 2019 IEEE 7th Conference on Systems, Process and Control, ICSPC 2019, 2019, : 206 - 209
  • [7] An Adaptive Robust Filtering Algorithm in Hypersonic Vehicle Tracking
    Liang X.
    Gao C.
    Jing W.
    Yuhang Xuebao/Journal of Astronautics, 2023, 44 (05): : 752 - 763
  • [8] ROBUST CONTOUR TRACKING MODEL USING A VARIATIONAL LEVEL-SET ALGORITHM
    Barbu, Tudor
    NUMERICAL FUNCTIONAL ANALYSIS AND OPTIMIZATION, 2014, 35 (03) : 263 - 274
  • [9] Tracking with the EM contour algorithm
    Pece, AV
    Worrall, AD
    COMPUTER VISON - ECCV 2002, PT 1, 2002, 2350 : 3 - 17
  • [10] A contour tracking algorithm for rotoscopy
    Garcia, Vincent
    Debreuve, Eric
    Barlaud, Michel
    2006 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-13, 2006, : 1445 - 1448