Information Rate for Fast Time-Domain Instrument Classification

被引:0
|
作者
Ubbens, Jordan [1 ]
Gerhard, David [1 ]
机构
[1] Univ Regina, Dept Comp Sci, Regina, SK, Canada
来源
MUSIC, MIND, AND EMBODIMENT | 2016年 / 9617卷
关键词
Audio classification; Audio features; Audio signal processing; Time-domain methods; FEATURES; SPEECH;
D O I
10.1007/978-3-319-46282-0_19
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a novel feature set for instrument classification which is based on the information rate of the signal in the time domain. The feature is extracted by calculating the Shannon entropy over a sliding short-time energy frame and binning statistical features into a unique feature vector. Experimental results are presented, including a comparison to frequency-domain feature sets. The proposed entropy features are shown to be faster than popular frequency-domain methods while maintaining comparable accuracy in an instrument classification task.
引用
收藏
页码:297 / 308
页数:12
相关论文
共 50 条
  • [1] Instrument Corrections by Time-Domain Deconvolution
    Anderson, J. F.
    Lees, J. M.
    SEISMOLOGICAL RESEARCH LETTERS, 2014, 85 (01) : 197 - 201
  • [2] Physical mechanism and information velocity of fast light: A time-domain analysis
    Yang, Zhenshan
    PHYSICAL REVIEW A, 2013, 87 (02):
  • [3] Fast Time-Domain Volterra Filtering
    Enzinger, Harald
    Freiberger, Karl
    Kubin, Gernot
    Vogel, Christian
    2016 50TH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS, 2016, : 225 - 228
  • [4] Online classification for time-domain astronomy
    Lo, Kitty K.
    Murphy, Tara
    Rebbapragada, Umaa
    Wagstaff, I.
    2013 IEEE 13TH INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOPS (ICDMW), 2013, : 24 - 31
  • [5] Passive Sonar Classification Using Time-Domain Information and Recurrent Neural Networks
    de Souza, Marlon Jovenil
    de Moura, Natanael Nunes, Jr.
    de Seixas, Jose Manoel
    2022 IEEE LATIN AMERICAN CONFERENCE ON COMPUTATIONAL INTELLIGENCE (LA-CCI), 2022, : 166 - 171
  • [6] TIME-DOMAIN SIMULATION OF SOUND PRODUCTION IN THE BRASS INSTRUMENT
    ADACHI, S
    SATO, M
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1995, 97 (06): : 3850 - 3861
  • [7] A fast Time-domain identification of bushing dynamics
    Cosco, Francesco
    Della Siega, Lorenzo
    Adduci, Rocco
    Gardonio, Paolo
    Desmet, Wim
    Mundo, Domenico
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2025, 224
  • [8] Fast Time-Domain Simulation for Reliable Fault Detection
    Tasic, Bratislav
    Dohmen, Jos J.
    Janssen, Rick
    ter Maten, E. Jan W.
    Pulch, Roland
    Beelen, Theo G. J.
    PROCEEDINGS OF THE 2016 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION (DATE), 2016, : 301 - 306
  • [9] Fast time-domain simulation by waveform relaxation methods
    Sun, J
    Grotstollen, H
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 1997, 44 (08) : 660 - 666
  • [10] A fast time-domain estimator of the bandwidth of a Gaussian process
    Szajnowski, WJ
    IEEE SIGNAL PROCESSING LETTERS, 1996, 3 (06) : 182 - 183