Sound Event Detection: A tutorial

被引:74
|
作者
Mesaros, Annamaria [1 ]
Heittola, Toni [2 ]
Virtanen, Tuomas [3 ]
Plumbley, Mark D. [4 ,5 ]
机构
[1] Tampere Univ, Machine Listening Grp, Korkeakoulunkatu 33014, Finland
[2] Tampere Univ, Korkeakoulunkatu 33014, Finland
[3] Tampere Univ, Audio Res Grp, Korkeakoulunkatu 33014, Finland
[4] Univ Surrey, Ctr Vis Speech & Signal Proc, Signal Proc, Guildford GU2 7XH, Surrey, England
[5] Univ Surrey, Sch Comp Sci & Elect Engn, Guildford GU2 7XH, Surrey, England
基金
欧洲研究理事会; 芬兰科学院; 英国工程与自然科学研究理事会;
关键词
AUDIO;
D O I
10.1109/MSP.2021.3090678
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
Imagine standing on a street corner in the city. With your eyes closed you can hear and recognize a succession of sounds: cars passing by, people speaking, their footsteps when they walk by, and the continuous falling of rain. The recognition of all these sounds and interpretation of the perceived scene as a city street soundscape comes naturally to humans. It is, however, the result of years of "training": encountering and learning associations among the vast varieties of sounds in everyday life, the sources producing these sounds, and the names given to them.
引用
收藏
页码:67 / 83
页数:17
相关论文
共 50 条
  • [31] IMPACT OF SOUND DURATION AND INACTIVE FRAMES ON SOUND EVENT DETECTION PERFORMANCE
    Imoto, Keisuke
    Mishima, Sakiko
    Arai, Yumi
    Kondo, Reishi
    2021 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP 2021), 2021, : 860 - 864
  • [32] Tutorial on sound propagation outdoors
    Embleton, TFW
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1996, 100 (01): : 31 - 48
  • [33] POLYPHONIC SOUND EVENT AND SOUND ACTIVITY DETECTION: A MULTI-TASK APPROACH
    Pankajakshan, Arjun
    Bear, Helen L.
    Benetos, Emmanouil
    2019 IEEE WORKSHOP ON APPLICATIONS OF SIGNAL PROCESSING TO AUDIO AND ACOUSTICS (WASPAA), 2019, : 323 - 327
  • [34] THE COMPUTER AS A SOUND PROCESSOR - A TUTORIAL
    HAYNES, S
    COMPUTER MUSIC JOURNAL, 1982, 6 (01) : 7 - 17
  • [35] Sound event localization and detection based on deep learning
    ZHAO Dada
    DING Kai
    QI Xiaogang
    CHEN Yu
    FENG Hailin
    Journal of Systems Engineering and Electronics, 2024, 35 (02) : 294 - 301
  • [36] Hierarchic ConvNets Framework for Rare Sound Event Detection
    Vesperini, Fabio
    Droghini, Diego
    Principi, Emanuele
    Gabrielli, Leonardo
    Squartini, Stefano
    2018 26TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2018, : 1497 - 1501
  • [37] Sound Event Detection Using Multiple Optimized Kernels
    Xia, Xianjun
    Tognerie, Roberto
    Sohel, Ferdous
    Zhaoe, Yuanjun
    Huang, Defeng
    IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2020, 28 (28) : 1745 - 1754
  • [38] Robust Sound Event Detection in Continuous Audio Environments
    Zhang, Haomin
    McLoughlin, Ian
    Song, Yan
    17TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2016), VOLS 1-5: UNDERSTANDING SPEECH PROCESSING IN HUMANS AND MACHINES, 2016, : 2977 - 2981
  • [39] Towards a system for automatic traffic sound event detection
    Chavdar, Marko
    Gerazov, Branislav
    Ivanovski, Zoran
    Kartalov, Tomislav
    2020 28TH TELECOMMUNICATIONS FORUM (TELFOR), 2020, : 209 - 212
  • [40] AFFINITY MIXUP FOR WEAKLY SUPERVISED SOUND EVENT DETECTION
    Izadi, Mohammad Rasool
    Stevenson, Robert
    Kloepper, Laura
    2021 IEEE 31ST INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP), 2021,