Compressed domain video retrieval using object and global motion descriptors

被引:33
作者
Babu, R. Venkatesh [1 ]
Ramakrishnan, K. R. [1 ]
机构
[1] Indian Inst Sci, Dept Elect Engn, Bangalore 560012, Karnataka, India
关键词
compressed domain; content-based video retrieval; motion descriptors; object trajectory; MPEG-7;
D O I
10.1007/s11042-006-0048-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 [计算机科学与技术];
摘要
Video content description has become an important task with the standardization effort of MPEG-7, which aims at easy and efficient access to visual information. In this paper we propose a system to extract object-based and global features from compressed MPEG video using the motion vector information for video retrieval. The reliability of the motion information is enhanced by a motion accumulation process. The global features like motion activity and camera motion parameters are extracted from the above enhanced motion information. The object features such as speed, area and trajectory are then obtained after the proposed object segmentation. The number of objects in a given video shot is determined by the proposed K-means clustering procedure. The object segmentation is done by applying EM algorithm.
引用
收藏
页码:93 / 113
页数:21
相关论文
共 22 条
[1]
Ardizzone E, 1999, IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS, PROCEEDINGS VOL 2, P725, DOI 10.1109/MMCS.1999.778574
[2]
Compressed domain action classification using HMM [J].
Babu, RV ;
Anantharaman, B ;
Ramakrishnan, KR ;
Srinivasan, SH .
PATTERN RECOGNITION LETTERS, 2002, 23 (10) :1203-1213
[3]
A fully automated content-based video search engine supporting spatiotemporal queries [J].
Chang, SF ;
Chen, W ;
Meng, HJ ;
Sundaram, H ;
Zhong, D .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1998, 8 (05) :602-615
[4]
Automatic video indexing via object motion analysis [J].
Courtney, JD .
PATTERN RECOGNITION, 1997, 30 (04) :607-625
[5]
DAVIS JW, 1998, 487 MIT MED LAB
[6]
DENG Y, 1998, SPIE, P202
[7]
MOTION RECOVERY FOR VIDEO CONTENT CLASSIFICATION [J].
DIMITROVA, N ;
GOLSHANI, F .
ACM TRANSACTIONS ON INFORMATION SYSTEMS, 1995, 13 (04) :408-439
[8]
FABLET R, 2000, VISUAL INFORMATION I, P96
[9]
QUERY BY IMAGE AND VIDEO CONTENT - THE QBIC SYSTEM [J].
FLICKNER, M ;
SAWHNEY, H ;
NIBLACK, W ;
ASHLEY, J ;
HUANG, Q ;
DOM, B ;
GORKANI, M ;
HAFNER, J ;
LEE, D ;
PETKOVIC, D ;
STEELE, D ;
YANKER, P .
COMPUTER, 1995, 28 (09) :23-32
[10]
*ISO IEC, 11172 ISO IEC