Multifeature object tracking using a model-free approach

被引:0
作者
Nguyen, HT [1 ]
Worring, M [1 ]
机构
[1] Univ Amsterdam, Fac WINS, Intelligent Sensory Informat Syst, NL-1098 SJ Amsterdam, Netherlands
来源
IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, VOL I | 2000年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this contribution we introduce a new model-free method for object tracking. The tracking is posed as a segmentation problem which we solve using the watershed algorithm. A framework is defined to compute the required topographic surface from distances to the predicted contour; intensity edges and motion edges. This multifeature tracking approach yields accurate results in the presence of object corners, image clutter and camera motion. Results on real sequences confirm the stability and robustness of the method. Objects are tracked over long sequences and in the presence of fast abject motion.
引用
收藏
页码:145 / 150
页数:6
相关论文
共 12 条
  • [1] BEUCHER S, 1992, MATH MORPHOLOGY IMAG, pCH12
  • [2] A FRAMEWORK FOR SPATIOTEMPORAL CONTROL IN THE TRACKING OF VISUAL CONTOURS
    BLAKE, A
    CURWEN, R
    ZISSERMAN, A
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 1993, 11 (02) : 127 - 145
  • [3] DISTANCE TRANSFORMATIONS IN DIGITAL IMAGES
    BORGEFORS, G
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1986, 34 (03): : 344 - 371
  • [4] THE LAPLACIAN PYRAMID AS A COMPACT IMAGE CODE
    BURT, PJ
    ADELSON, EH
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 1983, 31 (04) : 532 - 540
  • [5] A NOTE ON THE GRADIENT OF A MULTIIMAGE
    DIZENZO, S
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1986, 33 (01): : 116 - 125
  • [6] GU C, 1995, THESIS ECOLE POLYTEC
  • [7] CONDENSATION - Conditional density propagation for visual tracking
    Isard, M
    Blake, A
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 1998, 29 (01) : 5 - 28
  • [8] Lucas B.D., 1981, P IM UND WORKSH, P121
  • [9] Nguyen HT, 1999, IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS, PROCEEDINGS VOL 1, P762, DOI 10.1109/MMCS.1999.779295
  • [10] PARAGIOS N, 1998, P INT C COMP VIS