Fast lighting independent background subtraction

被引:71
作者
Ivanov, Y
Bobick, A
机构
[1] MIT, Media Lab, Cambridge, MA 02139 USA
[2] Georgia Inst Technol, Coll Comp, Atlanta, GA 30332 USA
关键词
background subtraction; image segmentation; stereo; disparity warp;
D O I
10.1023/A:1008107805263
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes a simple method of fast background subtraction based upon disparity verification that is invariant to arbitrarily rapid run-time changes in illumination. Using two or more cameras, the method requires the off-line construction of disparity fields mapping the primary background images. At runtime, segmentation is performed by checking background image to each of the additional auxiliary color intensity values at corresponding pixels. If more than two cameras are available, more robust segmentation can be achieved and, in particular, the occlusion shadows can be generally eliminated as well. Because the method only assumes fixed background geometry, the technique allows for illumination variation at runtime. Since no disparity search is performed, the algorithm is easily implemented in real-time on conventional hardware.
引用
收藏
页码:199 / 207
页数:9
相关论文
共 11 条
  • [1] BRILL FZ, 1998, IM UND WORKSH MONT C, P267
  • [2] Darrell T., 1994, Proceedings of the Workshop on Visual Behaviors, P68, DOI 10.1109/VL.1994.365599
  • [3] GASPAR J, 1994, INT WORKSH INT ROB S
  • [4] Real-time closed-world tracking
    Intille, SS
    Davis, JW
    Bobick, AF
    [J]. 1997 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1997, : 697 - 703
  • [5] KANADE T, 1995, P IM UND WORKSH PALM, P805
  • [6] A MULTIPLE-BASE-LINE STEREO
    OKUTOMI, M
    KANADE, T
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (04) : 353 - 363
  • [7] OLIVER N, 1999, P ICVS 99 GRAN CAN S
  • [8] PINHANEZ CS, 1999, P ACM MULT 98 WORKSH, P22
  • [9] Stauffer C., 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149), P246, DOI 10.1109/CVPR.1999.784637
  • [10] Pfinder: Real-time tracking of the human body
    Wren, CR
    Azarbayejani, A
    Darrell, T
    Pentland, AP
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (07) : 780 - 785