Retrieval Oriented Robust Audio Hashing

被引:0
|
作者
Cui, Delong [1 ]
Zuo, Jinglong [1 ]
机构
[1] Maoming Univ, Coll Comp & Elect Informat, Maoming, Peoples R China
来源
关键词
Content-based audio retrieval; audio hash; audio digest; non-negative matrix factorization; lifting-based wavelet; audio retrieval;
D O I
10.4028/www.scientific.net/AMR.121-122.854
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Aiming at content-based audio retrieval (CBAR) applications, a robust audio hashing scheme is proposed. First the audio is divided to frame by fixed length and then low-frequent and high-frequent components are obtained by three-level lifting-based wavelet transformation in every frame. Secondly the audio frame is approximately represented as a product of a base matrix and an encoding matrix, or coefficient matrix, using non-negative matrix factorization (NMF). Finally the sum of each column in the coefficient matrix is calculated, which is then quantized to produce one bit of the hash sequence. Experiment results show that the proposed scheme is robust against Mp3 compression, Real compression, filtering, amplitude compression, equalization, echo, etc. It is insensitive to small local change, and therefore is suitable for distinguishing different audios.
引用
收藏
页码:854 / 859
页数:6
相关论文
共 50 条
  • [21] Audio indexing:: primary components retrieval -: Robust classification in audio documents
    Pinquier, Julien
    Andre-Obrecht, Regine
    MULTIMEDIA TOOLS AND APPLICATIONS, 2006, 30 (03) : 313 - 330
  • [22] Performance Comparison of Unsupervised Deep Hashing with Data-independent Hashing for Content-Based Audio Retrieval
    Panyapanuwat, Petcharat
    Kamonsantiroj, Suwatchai
    ICECC 2019: PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATIONS AND CONTROL ENGINEERING, 2019, : 16 - 20
  • [23] Nonlinear Robust Discrete Hashing for Cross-Modal Retrieval
    Yang, Zhan
    Long, Jun
    Zhu, Lei
    Huang, Wenti
    PROCEEDINGS OF THE 43RD INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR '20), 2020, : 1349 - 1358
  • [24] Robust Unsupervised Cross-modal Hashing for Multimedia Retrieval
    Cheng, Miaomiao
    Jing, Liping
    Ng, Michael K.
    ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2020, 38 (03)
  • [25] Robust audio hashing scheme based on cochleagram and cross recurrence analysis
    Chen, N.
    Xiao, H. D.
    Zhu, J.
    Lin, J. J.
    Wang, Y.
    Yuan, W. H.
    ELECTRONICS LETTERS, 2013, 49 (01) : 7 - 8
  • [26] Discrete Robust Supervised Hashing for Cross-Modal Retrieval
    Yao, Tao
    Zhang, Zhiwang
    Yan, Lianshan
    Yue, Jun
    Tian, Qi
    IEEE ACCESS, 2019, 7 : 39806 - 39814
  • [27] Fine Aligned Discriminative Hashing for Remote Sensing Image-Audio Retrieval
    Chen, Yaxiong
    Huang, Jinghao
    Xiong, Shengwu
    Lu, Xiaoqiang
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023, 61
  • [28] Similarity searching techniques in content-based audio retrieval via hashing
    Yu, Yi
    Takata, Masami
    Joe, Kazuki
    ADVANCES IN MULTIMEDIA MODELING, PT 1, 2007, 4351 : 397 - 407
  • [29] Time-Frequency Ratio Hashing for Content-Based Audio Retrieval
    Panyapanuwat, Petcharat
    Kamonsantiroj, Suwatchai
    Pipanmaekaporn, Luepol
    2017 9TH INTERNATIONAL CONFERENCE ON KNOWLEDGE AND SMART TECHNOLOGY (KST), 2017, : 205 - 210
  • [30] Retrieval method of large scale audio samples based on Double hashing index
    Gao, Xiaofang
    Luo, Senlin
    Lü, Ying
    Luo, Zhijun
    Pan, Limin
    Shengxue Xuebao/Acta Acustica, 2015, 40 (06): : 886 - 893