Genre classification of music by tonal harmony

被引:11
|
作者
Perez-Sancho, Carlos [1 ]
Rizo, David [1 ]
Inesta, Jose M. [1 ]
Ponce de Leon, Pedro J. [1 ]
Kersten, Stefan [2 ]
Ramirez, Rafael [2 ]
机构
[1] Univ Alicante, Dept Lenguajes & Sistemas Informat, E-03080 Alicante, Spain
[2] Univ Pompeu Fabra, Mus Technol Grp, Barcelona, Spain
关键词
Music - Audio acoustics;
D O I
10.3233/IDA-2010-0437
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we present a genre classification framework for audio music based on a symbolic classification system. Audio signals are transformed into a symbolic representation of harmony using a chord transcription algorithm, based on the computation of harmonic pitch class profiles. Then, language models built from a ground truth of chord progressions for each genre are used to perform classification. We show that chord progressions are a suitable feature to represent musical genre, as they capture the harmonic rules relevant in each musical period or style. Finally, results using both pure symbolic information and chords transcribed from audio-from-MIDI are compared, in order to evaluate the effects of the transcription process in this task.
引用
收藏
页码:533 / 545
页数:13
相关论文
共 50 条
  • [21] Survey on Features and Classification Techniques in Music Genre Classification
    Patil, Swati A.
    Rao, K. Thirupathi
    Patil, Sonal
    HELIX, 2018, 8 (05): : 3833 - 3837
  • [22] TONAL COMPLEXITY FEATURES FOR STYLE CLASSIFICATION OF CLASSICAL MUSIC
    Weiss, Christo
    Mueller, Meinard
    2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP), 2015, : 688 - 692
  • [23] Brain and Music: Music Genre Classification using Brain Signals
    Ghaemmaghami, Pouya
    Sebe, Nicu
    2016 24TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2016, : 708 - 712
  • [24] Music genre classification and music recommendation by using deep learning
    Elbir, A.
    Aydin, N.
    ELECTRONICS LETTERS, 2020, 56 (12) : 627 - 629
  • [25] Neural representations of tonal harmony
    Tramo, MJ
    INTERNATIONAL JOURNAL OF PSYCHOLOGY, 1996, 31 (3-4) : 2731 - 2731
  • [26] The Irrelative System in Tonal Harmony
    Majchrzak, Miroslaw
    MATHEMATICS AND COMPUTATION IN MUSIC, 2009, 37 : 257 - 265
  • [27] Feature Mapping and Fusion for Music Genre Classification
    Balti, Haythem
    Frigui, Hichem
    2012 11TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2012), VOL 1, 2012, : 306 - 310
  • [28] A Study on Broadcast Networks for Music Genre Classification
    Heakl, Ahmed
    Abdelgawad, Abdelrahman
    Parque, Victor
    2022 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2022,
  • [29] Music Genre Classification Based on Deep Learning
    Zhang, Wenlong
    MOBILE INFORMATION SYSTEMS, 2022, 2022
  • [30] Temporal feature integration for music genre classification
    Meng, Anders
    Ahrendt, Peter
    Larsen, Jan
    Hansen, Lars Kai
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (05): : 1654 - 1664