A Music Information System Based on Improved Melody Contour Extraction

被引:4
|
作者
Phiwma, Nattha [1 ]
Sanguansat, Parinya [1 ]
机构
[1] Rangsit Univ, Dept Informat Technol, Pathum Thani, Thailand
关键词
Query-by-Humming; melody contour; Dynamic Time Warping; pitch; Subharmonic-to-Harmonic Ratio;
D O I
10.1109/ICSAP.2010.8
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we propose a new melody contour extraction technique to improve Query-by-Humming. A critical issue of humming sound is noise interference from both environment and acquisition instrument. Furthermore most users are not professional singers so they cause the other query problems about variation of pitch and timing. Advantage of a proposed technique can reduce noise whereas makes pitch smoothing. Moreover, this method is used to enhance the query accuracy. Our technique consists of three steps as follows: Firstly, the melody contour is extracted from humming sound by Subharmonic-to-Harmonic Ratio (SHR). Subsequently, the melody contour is filtered and smoothed by statistical approach. Finally, Dynamic Time Warping (DTW) is applied to melody contour, for similarity measurement between humming sound and melody sequence. We use a new method to extract melody contour from pitch. Experimental results show that our proposed technique can perform better than traditional method.
引用
收藏
页码:85 / 89
页数:5
相关论文
共 50 条
  • [1] Music Data Feature Analysis and Extraction Algorithm Based on Music Melody Contour
    Zhang, Jingwen
    [J]. MOBILE INFORMATION SYSTEMS, 2022, 2022
  • [2] A Novel MIR System Based on Improved Melody Contour Definition
    Li, Peng
    Zhou, MingQuan
    Wang, Xuesong
    Li, Nansha
    [J]. 2008 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND INFORMATION TECHNOLOGY, PROCEEDINGS, 2008, : 409 - +
  • [3] Reference: An algorithm for recognizing the main melody of orchestral music based on artificial intelligence of music melody contour
    Han, Weiwei
    [J]. APPLIED MATHEMATICS AND NONLINEAR SCIENCES, 2023,
  • [4] Melody Extraction From Polyphonic Music Signals Using Pitch Contour Characteristics
    Salamon, Justin
    Gomez, Emilia
    [J]. IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2012, 20 (06): : 1759 - 1770
  • [5] Music Information Retrieval System using Lyrics and Melody Information
    Wang, Tao
    Kim, Dong-Ju
    Hong, Kwang-Seok
    Youn, Jeh-Seon
    [J]. 2009 ASIA-PACIFIC CONFERENCE ON INFORMATION PROCESSING (APCIP 2009), VOL 2, PROCEEDINGS, 2009, : 601 - +
  • [6] MIDI MELODY EXTRACTION BASED ON IMPROVED NEURAL NETWORK
    Li, Jiangtao
    Yang, Xiaohong
    Chen, Qingcai
    [J]. PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-6, 2009, : 1133 - 1138
  • [7] GROUP DELAY BASED MELODY MONOPITCH EXTRACTION FROM MUSIC
    Rajan, Rajeev
    Murthy, Hema A.
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2013, : 186 - 190
  • [8] Signal Feature Extraction of Music Melody Based on Deep Learning
    Jiang, Jinwen
    [J]. TRAITEMENT DU SIGNAL, 2022, 39 (06) : 2203 - 2209
  • [9] Melody extraction on MIDI music files
    Ozcan, G
    Isikhan, C
    Alpkocak, A
    [J]. ISM 2005: SEVENTH IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA, PROCEEDINGS, 2005, : 414 - 421
  • [10] Melody Extraction for Vocal Polyphonic Music Based on Bayesian Framework
    Song, Liming
    Li, Ming
    Yan, Yonghong
    [J]. 2014 TENTH INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION HIDING AND MULTIMEDIA SIGNAL PROCESSING (IIH-MSP 2014), 2014, : 570 - 573