Motion flow-based video retrieval

被引:37
作者
Su, Chih-Wen [1 ]
Liao, Hong-Yuan Mark
Tyan, Hsiao-Rong
Lin, Chia-Wen
Chen, Duan-Yu
Fan, Kuo-Chin
机构
[1] Acad Sinica, Inst Informat Sci, Taipei 115, Taiwan
[2] Natl Chiao Tung Univ, Dept Comp Sci, Hsinchu 300, Taiwan
[3] Chung Yuan Christian Univ, Inst Informat & Comp Engn, Chungli 320, Taiwan
[4] Natl Tsing Hua Univ, Dept Elect Engn, Hsinchu 30013, Taiwan
[5] Natl Cent Univ, Dept Comp Sci & Informat Engn, Chungli 320, Taiwan
关键词
motion analysis; video retrieval;
D O I
10.1109/TMM.2007.902875
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose the use of motion vectors embedded in MPEG bitstreams to generate so-called "motion flows", which are applied to perform video retrieval. By using the motion vectors directly, we do not need to consider the shape of a moving object and its corresponding trajectory. Instead, we simply "link" the local motion vectors across consecutive video frames to form motion flows, which are then recorded and stored in a video database. In the video retrieval phase, we propose a new matching strategy to execute the video retrieval task. Motions that do not belong to the mainstream motion flows are filtered out by our proposed algorithm. The retrieval process can be triggered by query-by-sketch or query-by-example. The experiment results show that our method is indeed superb in the video retrieval process.
引用
收藏
页码:1193 / 1201
页数:9
相关论文
共 22 条
[1]   Compressed domain video retrieval using object and global motion descriptors [J].
Babu, R. Venkatesh ;
Ramakrishnan, K. R. .
MULTIMEDIA TOOLS AND APPLICATIONS, 2007, 32 (01) :93-113
[2]   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
[3]   Detecting moving objects, ghosts, and shadows in video streams [J].
Cucchiara, R ;
Grana, C ;
Piccardi, M ;
Prati, A .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (10) :1337-1342
[4]   Models for motion-based video indexing and retrieval [J].
Dagtas, S ;
Al-Khatib, W ;
Ghafoor, A ;
Kashyap, RL .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (01) :88-101
[5]   NeTra-V: Toward an object-based video representation [J].
Deng, YN ;
Manjunath, BS .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1998, 8 (05) :616-627
[6]  
Douglas D. H., 1973, Cartographica: the international journal for geographic information and geovisualization, V10, P112, DOI [10.3138/fm57-6770-u75u-7727., DOI 10.3138/FM57-6770-U75U-7727]
[7]   Nonparametric motion characterization using causal probabilistic models for video indexing and retrieval [J].
Fablet, R ;
Bouthemy, P ;
Pérez, P .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (04) :393-407
[8]   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
[9]  
HAMRAPUR A, 1997, SPIE P STORAGE RETRI, V5, P188
[10]  
LAN DJ, 2003, P INT C MULT EXP BAL, V3, P469