FEATURE EXTRACTION AND CLASSIFICATION FOR AUDIO INFORMATION IN NEWS VIDEO

被引:14
作者
Song, Yu [1 ]
Wang, Wen-Hong [1 ]
Guo, Feng-Juan [2 ]
机构
[1] North China Elect Power Univ, Dept Comp, Baoding 071003, Peoples R China
[2] North China Elect Power Univ, Coll Sci & Technol, Baoding 071003, Peoples R China
来源
PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION | 2009年
关键词
News video; Audio classification; Feature extraction; Decision rules;
D O I
10.1109/ICWAPR.2009.5207452
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Feature extraction and analysis are the foundation of audio classification. At first, audio features are analyzed deeply, including short-time energy, zero-crossing rate, bandwidth, low short-time energy ratio, high zero-crossing rate ratio, and noise rate. Secondly a new audio classification method for news video is proposed based on the decision tree method, and then divides audio information into four classes: silence, pure speech, music, non-pure speech. The experiment results show that the selected features are effective for audio classification in news video, and the classification accuracy is reasonable.
引用
收藏
页码:43 / +
页数:3
相关论文
共 12 条
[1]  
BAI L, 2005, 2005 IEEE INT C SYST, P767
[2]  
Cao Y, 2003, LECT NOTES COMPUT SC, V2728, P446
[3]  
JIANG H, 2000, IEEE INT C MULT EXP
[4]   Instructional video content analysis using audio information [J].
Li, Ying ;
Dorai, Chitra .
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2006, 14 (06) :2264-2274
[5]   Content-based audio classification and segmentation by using support vector machines [J].
Lu, L ;
Zhang, HJ ;
Li, SZ .
MULTIMEDIA SYSTEMS, 2003, 8 (06) :482-491
[6]  
LU L, 2001, IEEE INT C MULT EXP, P956
[7]  
SHIRAZI J, 2008, AUDIO CLASIFICATION, P1
[8]   Integrating highlights for more complete sports video summarization [J].
Tjondronegoro, D ;
Chen, YPP ;
Pham, B .
IEEE MULTIMEDIA, 2004, 11 (04) :22-37
[9]   Automatic story segmentation of news video based on audio-visual features and text information [J].
Wang, C ;
Wang, Y ;
Liu, HY ;
He, YX .
2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, :3008-3011
[10]  
Wang JC, 2006, INT C PATT RECOG, P157