Dynamic video summarization using two-level redundancy detection

被引:38
作者
Gao, Yue [1 ]
Wang, Wei-Bo [2 ]
Yong, Jun-Hai [2 ]
Gu, He-Jin [3 ]
机构
[1] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
[2] Tsinghua Univ, Sch Software, Beijing 100084, Peoples R China
[3] Jiangxi Acad Sci, Nanchang, Peoples R China
基金
中国国家自然科学基金;
关键词
Video summarization; Redundancy detection; Cast indexing; Important factor; SCENE DETECTION; REPRESENTATION; ALGORITHM; QUERY;
D O I
10.1007/s11042-008-0236-x
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The mushroom growth of video information, consequently, necessitates the progress of content-based video analysis techniques. Video summarization, aiming to provide a short video summary of the original video document, has drawn much attention these years. In this paper, we propose an algorithm for video summarization with a two-level redundancy detection procedure. By video segmentation and cast indexing, the algorithm first constructs story boards to let users know main scenes and cast (when this is a video with cast) in the video. Then it removes redundant video content using hierarchical agglomerative clustering in the key frame level. The impact factors of scenes and key frames are defined, and parts of key frames are selected to generate the initial video summary. Finally, a repetitive frame segment detection procedure is designed to remove redundant information in the initial video summary. Results of experimental applications on TV series, movies and cartoons are given to illustrate the proposed algorithm.
引用
收藏
页码:233 / 250
页数:18
相关论文
共 33 条
[1]  
[Anonymous], 2007, P IEEE MILCOM 2007
[2]  
[Anonymous], P 6 ACM INT C IM VID
[3]   Extraction of significant video summaries by dendrogram analysis [J].
Benini, S. ;
Bianchetti, A. ;
Leonardi, R. ;
Migliorati, P. .
2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, :133-+
[4]   Efficient layout of comic-like video summaries [J].
Calic, Janko ;
Gibson, David P. ;
Campbell, Neill W. .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2007, 17 (07) :931-936
[5]   Information theory-based shot cut/fade detection and video summarization [J].
Cerneková, Z ;
Pitas, I ;
Nikou, C .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2006, 16 (01) :82-91
[6]  
CHENG W, 2003, P 2 IEEE INT C MACH, V5, P2896
[7]   Supervised and unsupervised classification post-processing for visual video summaries [J].
Ciocca, Gianluigi ;
Schettini, Raimondo .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2006, 52 (02) :630-638
[8]   Two-stage hierarchical video summary extraction to match low-level user browsing preferences [J].
Ferman, AM ;
Tekalp, AM .
IEEE TRANSACTIONS ON MULTIMEDIA, 2003, 5 (02) :244-256
[9]  
Gong YH, 2001, 2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, P362, DOI 10.1109/ICIP.2001.958126
[10]   Query by video clip [J].
Jain, AK ;
Vailaya, A ;
Wei, X .
MULTIMEDIA SYSTEMS, 1999, 7 (05) :369-384