Audio classification using acoustic images for retrieval from multimedia databases

被引:0
|
作者
Paraskevas, I [1 ]
Chilton, E [1 ]
机构
[1] Univ Surrey, Surrey GU2 7XH, England
关键词
audio classification; feature extraction; time-frequency distributions; texture analysis; statistical signal processing;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the increasing use of audio-visual databases, the need for automatic content-based classification has grown in importance. In this paper, a novel method for the automatic recognition of acoustic utterances is presented using acoustic images as the basis for the feature extraction. This method effectively employs the spectrogram, the Wigner-Ville distribution and co-occurrence matrices. The images are then compressed, using statistical methods, before being combined into a single feature matrix to be presented to a classifier. Initial results obtained from the classification of a database of sport sounds and gunshots indicate that the method is capable of accurate discrimination for coarse and fine classification respectively.
引用
收藏
页码:187 / 192
页数:6
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