An integrated music video browsing system for personalized television

被引:4
|
作者
Kim, Hyoung-Gook [2 ]
Kim, Jin Young [3 ]
Baek, Jun-Geol [1 ]
机构
[1] Korea Univ, Div Informat Management Engn, Seoul 136701, South Korea
[2] Kwangwoon Univ, Dept Wireless Commun Engn, Seoul 139701, South Korea
[3] Chonnam Natl Univ, Dept Elect & Comp Engn, Kwangju 500757, South Korea
关键词
Music video browsing; Music emotion classification; Theme-based music classification; Highlight detection; Shot classification;
D O I
10.1016/j.eswa.2010.07.032
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose an integrated music video browsing system for personalized digital television. The system has the functions of automatic music emotion classification, automatic theme-based music classification, salient region detection, and shot classification. From audio (music) tracks, highlight detection and emotion classification are performed on the basis of information on temporal energy, timbre and tempo. For video tracks, shot detection is fulfilled to classify shots into face shots and color-based shots. Lastly automatic grouping of themes is executed on music titles and their lyrics. With a database of international music videos, we evaluate the performance of each function implemented in this paper. The experimental results show that the music browsing system achieves remarkable performances. Thus, our system can be adopted in any digital television for providing personalized services. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:776 / 784
页数:9
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