Hierarchical keyframe-based video summarization using QR-decomposition and modified k-means clustering

作者: Ali Amiri , Mahmood Fathy

DOI: 10.1155/2010/892124

关键词:

摘要: We propose a novel hierarchical keyframe-based video summarization system using QR-decomposition. Specially, we attend to the challenges of defining some measures detect dynamicity shot and extracting appropriate keyframes that assure purity summary. derive efficient compute shots QR-decomposition, utilize it in detecting number must be selected from each shot. Also, theorem illustrates an important property order summarize with low redundancy. The proposed algorithm is implemented evaluated on TRECVID 2006 benchmark platform. Compared other algorithms, our results are among best.

参考文章(55)
Wengang Cheng, De Xu, Yiwei Jiang, Congyan Lang, Information Theoretic Metrics in Shot Boundary Detection Lecture Notes in Computer Science. pp. 388- 394 ,(2005) , 10.1007/11553939_56
Andreas Girgensohn, John Boreczky, Time-Constrained Keyframe Selection Technique Multimedia Tools and Applications. ,vol. 11, pp. 347- 358 ,(2000) , 10.1023/A:1009630817712
jiang peng, qin xiaolin, Keyframe-Based Video Summary Using Visual Attention Clues IEEE MultiMedia. ,vol. 17, pp. 64- 73 ,(2010) , 10.1109/MMUL.2009.65
Xinding Sun, Mohan S. Kankanhalli, Video Summarization Using R-Sequences Real-time Imaging. ,vol. 6, pp. 449- 459 ,(2000) , 10.1006/RTIM.1999.0197
Y. P. Hong, C.-T. Pan, Rank-Revealing QR Factorizations and the Singular Value Decomposition Mathematics of Computation. ,vol. 58, pp. 213- 232 ,(1992) , 10.1090/S0025-5718-1992-1106970-4
Yukinobu Taniguchi, Akihito Akutsu, Yoshinobu Tonomura, Hiroshi Hamada, An intuitive and efficient access interface to real-time incoming video based on automatic indexing acm multimedia. pp. 25- 33 ,(1995) , 10.1145/217279.215075
Ali Amiri, Mahmood Fathy, Video Shot Boundary Detection Using QR-Decomposition and Gaussian Transition Detection EURASIP Journal on Advances in Signal Processing. ,vol. 2009, pp. 509438- ,(2010) , 10.1155/2009/509438
Candemir Toklu, Shih-Ping Liou, Automatic key-frame selection for content-based video indexing and access Storage and Retrieval for Image and Video Databases. ,vol. 3972, pp. 554- 563 ,(1999) , 10.1117/12.373588
Jieping Ye, R. Janardan, Qi Li, Haesun Park, Feature Reduction via Generalized Uncorrelated Linear Discriminant Analysis IEEE Transactions on Knowledge and Data Engineering. ,vol. 18, pp. 1312- 1322 ,(2006) , 10.1109/TKDE.2006.160
C.H. Bischof, G.M. Shroff, On updating signal subspaces IEEE Transactions on Signal Processing. ,vol. 40, pp. 96- 105 ,(1992) , 10.1109/78.157185