Robust audio hashing based on discrete-wavelet-transform and non-negative matrix factorisation
Robust audio hashing based on discrete-wavelet-transform and non-negative matrix factorisation
复制标题
基于离散小波变换和非负矩阵分解的鲁棒音频哈希
DOI:
10.1049/iet-com.2009.0749
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发表时间:
2010-09
影响因子:
1.6
通讯作者:
Xiao, H. -D.
中科院分区:
文献类型:
--
作者:
Chen, N.;Wan, W.;Xiao, H. -D.
Robust audio hashing defines a feature vector that characterises the audio signal, independent of content preserving manipulations, such as MP3 compression, amplitude boosting/cutting, hiss reduction, and so on. It provides a tool for fast and reliable identification of content in audio communications. In this study, the authors propose a new audio hashing based on discrete wavelet transform and non-negative matrix factorisation (NMF). The desirable property of NMF for hashing algorithm is its non-negative constraints, which result in bases that capture local feature of the audio, thereby significantly reducing misclassification. In addition, to ensure perceptual robustness, NMF is performed on the coarse wavelet coefficients, which are a low-pass approximation of the audio and not easy to change by content preserving manipulations. Experimental results over a large database reveal that the proposed scheme is more robust and provides much stronger discrimination than the conventional energy spectrum-based hashing algorithm, and that the proposed scheme can be applied in broadcast monitoring, successfully.
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影响因子:
1.4
作者:
Mansoo Park;Hoirin Kim;Seung Hyun Yang
通讯作者:
Mansoo Park;Hoirin Kim;Seung Hyun Yang
DOI:
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发表时间:
2002
期刊:
--
影响因子:
--
作者:
J. Haitsma;T. Kalker
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J. Haitsma;T. Kalker
DOI:
10.1109/icassp.2005.1415684
发表时间:
2005-03
期刊:
Proceedings. (ICASSP '05). IEEE International Conference on Acoustics, Speech, and Signal Processing, 2005.
影响因子:
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J. Seo;Minho Jin;Sunil Lee;Dalwon Jang;Seungjae Lee;C. Yoo
DOI:
10.1109/iih-msp.2008.210
发表时间:
2008-08
期刊:
2008 International Conference on Intelligent Information Hiding and Multimedia Signal Processing
影响因子:
--
作者:
Yuhua Jiao;Qiong Li;X. Niu
通讯作者:
Yuhua Jiao;Qiong Li;X. Niu
DOI:
10.1007/978-3-642-04277-5_43
发表时间:
2009-10
期刊:
--
影响因子:
--
作者:
N. Chen;W. Wan
通讯作者:
N. Chen;W. Wan