Performances of Low-level Audio Classifiers for Large-scale Music Similarity

被引:0
|
作者
Osmalskyj, Julien [1 ]
Van Droogenbroeck, Marc [1 ]
Embrechts, Jean-Jacques [1 ]
机构
[1] Univ Liege, Dept EECS, INTELSIG Lab, B-4000 Liege, Belgium
关键词
Music similarity; rejectors; audio features fusion; Million Song Dataset;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a survey of the performances of binary classifiers based on low-level audio features, for music similarity in large-scale databases. Various low-level descriptors are used individually and then combined using several fusion schemes in a content-based audio retrieval system. We show the performances of the classifiers in terms of pruning and loss and we demonstrate that some combination schemes achieve a better performance at a minimum computational cost.
引用
收藏
页码:91 / 94
页数:4
相关论文
共 50 条
  • [21] Adaptive selection of classifiers for bug prediction: A large-scale empirical analysis of its performances and a benchmark study
    Pecorelli, Fabiano
    Di Nucci, Dario
    SCIENCE OF COMPUTER PROGRAMMING, 2021, 205
  • [22] Modeling the Tendency for Music to Induce Movement in Humans: First Correlations With Low-Level Audio Descriptors Across Music Genres
    Madison, Guy
    Gouyon, Fabien
    Ullen, Fredrik
    Hornstrom, Kalle
    JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN PERCEPTION AND PERFORMANCE, 2011, 37 (05) : 1578 - 1594
  • [23] Diurnal variations of summer rainfall response to large-scale circulations and low-level winds over the Sichuan Basin
    Juan Li
    Haoming Chen
    Xingwen Jiang
    Puxi Li
    Climate Dynamics, 2024, 62 : 2041 - 2056
  • [24] Diurnal variations of summer rainfall response to large-scale circulations and low-level winds over the Sichuan Basin
    Li, Juan
    Chen, Haoming
    Jiang, Xingwen
    Li, Puxi
    CLIMATE DYNAMICS, 2024, 62 (03) : 2041 - 2056
  • [25] Diurnal Variations of Low-Level Winds and Precipitation Response to Large-Scale Circulations during a Heavy Rainfall Event
    Zeng, Wenxin
    Chen, Guixing
    Du, Yu
    Wen, Zhiping
    MONTHLY WEATHER REVIEW, 2019, 147 (11) : 3981 - 4004
  • [26] ANALYSIS OF LOW-LEVEL COMPUTER VISION ALGORITHMS FOR IMPLEMENTATION ON A VERY LARGE-SCALE INTEGRATED (VLSI) PROCESSOR ARRAY
    LOWRY, MR
    MILLER, A
    PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS, 1982, 360 : 143 - 150
  • [27] Music Artist Similarity: An Exploratory Study on a Large-Scale Dataset of Online Streaming Services
    Hu, Xiao
    Tam, Ira Keung Kit
    Liu, Meijun
    Downie, J. Stephen
    TRANSFORMING DIGITAL WORLDS, ICONFERENCE 2018, 2018, 10766 : 378 - 383
  • [28] TLCSim: A Large-Scale Two-Level Clustering Similarity Search with MapReduce
    Trong Nhan Phan
    Jager, Markus
    Nadschlager, Stefan
    Gomez-Perez, Pablo
    Huber, Christian
    Kung, Josef
    Cong An Nguyen
    FUTURE DATA AND SECURITY ENGINEERING, FDSE 2016, 2016, 10018 : 53 - 71
  • [29] Low-level audio descriptors-based analysis of music mixes from different Digital Audio Workstations case study
    Koszewski, Damian
    Kostek, Bozena
    2018 SIGNAL PROCESSING: ALGORITHMS, ARCHITECTURES, ARRANGEMENTS, AND APPLICATIONS (SPA), 2018, : 213 - 216
  • [30] An Ultra-Low Energy Solution for Large-Scale Distributed Audio Monitoring
    Fenton, Steven
    IEEE ACCESS, 2023, 11 : 2156 - 2163