Audio Perceptual Hashing Based on NMF and MDCT Coefficients  被引量:7

Audio Perceptual Hashing Based on NMF and MDCT Coefficients

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作  者:LI Jinfeng WANG Hongxia JING Yi 

机构地区:[1]School of Information and Science and Technology, Southwest Jiaotong University [2]College of Engineering, Northeastern University,Boston

出  处:《Chinese Journal of Electronics》2015年第3期579-583,共5页电子学报(英文版)

基  金:supported in part by the National Natural Science Foundation of China(NSFC)(No.61170226,No.61373180);the Fundamental Research Funds for the Central Universities(No.SWJTU12ZT02);the Young Innovative Research Team of Sichuan Province(No.2011JTD0007);Chengdu Science and Technology program(No.12DXYB214JH-002)

摘  要:Audio perceptual hashing is a digest of audio contents, which is independent of content preserving manipulations, such as MP3 compression, amplitude scaling, noise addition, etc. It provides a fast and reliable tool for identification, retrieval, and authentication of audio signals. A new audio hashing scheme based on nonNegative matrix factorization(NMF) of Modified discrete cosine transform(MDCT) coefficients is proposed. MDCT coefficients, which have been widely used in audio coding,exhibit good discrimination for different audio contents and highly robustness against content preserving manipulations, especially MDCT based compression such as MP3,AAC, etc. Based on the extraction of MDCT coefficients of the audio frames firstly, NMF is used to construct hash bits. Experiment results demonstrate that, compared with methods mentioned in literature, the proposed scheme exhibits a high efficiency in terms of discrimination, perceptual robustness identification rate and time consumption.Audio perceptual hashing is a digest of audio contents, which is independent of content preserving manipulations, such as MP3 compression, amplitude scaling, noise addition, etc. It provides a fast and reliable tool for identification, retrieval, and authentication of audio signals. A new audio hashing scheme based on nonNegative matrix factorization(NMF) of Modified discrete cosine transform(MDCT) coefficients is proposed. MDCT coefficients, which have been widely used in audio coding,exhibit good discrimination for different audio contents and highly robustness against content preserving manipulations, especially MDCT based compression such as MP3,AAC, etc. Based on the extraction of MDCT coefficients of the audio frames firstly, NMF is used to construct hash bits. Experiment results demonstrate that, compared with methods mentioned in literature, the proposed scheme exhibits a high efficiency in terms of discrimination, perceptual robustness identification rate and time consumption.

关 键 词:Perceptual AUDIO HASHING Modified discrete COSINE transform Non-negative matrix FACTORIZATION Perceptual robustness 

分 类 号:TN912.3[电子电信—通信与信息系统]

 

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