Automatic video indexing via object motion analysis

被引:86
作者
Courtney, JD
机构
[1] Texas Instruments, Incorporated, M/S 8374, Dallas, TX 75243
关键词
video indexing; object tracking; motion analysis; content-based retrieval;
D O I
10.1016/S0031-3203(96)00107-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
To assist human analysis of video data, a technique has been developed to perform automatic, content-based video indexing from object motion. Moving objects are detected in the video sequence using motion segmentation methods. By tracking individual objects through the segmented data, a symbolic representation of the video is generated in the form of a directed graph describing the objects and their movement. This graph is then annotated using a rule-based classification scheme to identify events of interest, e.g., appearance/disappearance, deposit/removal, entrance/exit, and motion/rest of objects. One may then use an index into the motion graph instead of the raw data to analyse the semantic content of the video. Application of this technique to surveillance video analysis is discussed. (C) 1997 Pattern Recognition Society.
引用
收藏
页码:607 / 625
页数:19
相关论文
共 16 条
  • [1] Akutsu A., 1992, Proceedings of the SPIE - The International Society for Optical Engineering, V1818, P1522, DOI 10.1117/12.131425
  • [2] ARMAN R, 1994, P ACN INT C MULT SAN
  • [3] Chartrand G., 1993, Applied and algorithmic graph theory
  • [4] DANA H, 1982, COMPUTER VISION
  • [5] CINEMATIC PRIMITIVES FOR MULTIMEDIA
    DAVENPORT, G
    SMITH, TA
    PINCEVER, N
    [J]. IEEE COMPUTER GRAPHICS AND APPLICATIONS, 1991, 11 (04) : 67 - 74
  • [6] INTILLE SS, 1995, FIFTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, PROCEEDINGS, P672, DOI 10.1109/ICCV.1995.466874
  • [7] IOKA MH, 1992, IMAGE STORAGE RETRIE, V1662, P35
  • [8] Irani M, 1996, IMAGE UNDERSTANDING WORKSHOP, 1996 PROCEEDINGS, VOLS I AND II, P707
  • [9] SEGMENTATION THROUGH THE DETECTION OF CHANGES DUE TO MOTION
    JAIN, R
    MARTIN, WN
    AGGARWAL, JK
    [J]. COMPUTER GRAPHICS AND IMAGE PROCESSING, 1979, 11 (01): : 13 - 34
  • [10] LEE SY, 1993, P SOC PHOTO-OPT INS, V1908, P25, DOI 10.1117/12.143653