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2006 IEEE International Conference on Multimedia and Expo
Learning-Based Interactive Video Retrieval System
Toronto, ON, Canada
July 09-July 12
ISBN: 1-4244-0366-7
Chi-jiunn Wu, Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan. Legler@cs.nthu.edu.tw, mr944327@cs.nthu.edu.tw, Howard@cs.nthu.edu.tw
Hui-chi Zeng, Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan. Legler@cs.nthu.edu.tw, mr944327@cs.nthu.edu.tw, Howard@cs.nthu.edu.tw
Szu-hao Huang, Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan. Legler@cs.nthu.edu.tw, mr944327@cs.nthu.edu.tw, Howard@cs.nthu.edu.tw
Shang-hong Lai, Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan. Lai@cs.nthu.edu.tw, Legler@cs.nthu.edu.tw, mr944327@cs.nthu.edu.tw, Howard@cs.nthu.edu.tw
Wen-hao Wang, ITRI, Hsinchu, Taiwan. devin@itri.org.tw
This paper presents an interactive video event retrieval system based on improved adaboost learning. This system consists of three main steps. Firstly, a long video sequence is partitioned into several video clips by using a distribution-based approach instead of detecting shot transition boundaries. Secondly, audiovisual features (i.e., color, motion and audio features) are extracted from video sequences for video clip representation. Finally, the modified AdaBoost learning algorithm is employed for interactive video retrieval with relevance feedback. This AdaBoost learning algorithm differs from conventional AdaBoost learning methods mainly in the selection of paired video features for the weak classifiers. Experimental results show improved performance of video retrieval by using the proposed system.
Citation:
Chi-jiunn Wu, Hui-chi Zeng, Szu-hao Huang, Shang-hong Lai, Wen-hao Wang, "Learning-Based Interactive Video Retrieval System," icme, pp.1785-1788, 2006 IEEE International Conference on Multimedia and Expo, 2006
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