Audio information plays a rather important role in the increasing digital content that is available today, resulting in a need for methodologies that automatically analyze such content: audio event recognition for home automations and surveillance systems, speech recognition, music information retrieval, multimodal analysis (e.g. audio-visual analysis of online videos for content-based recommendation), etc. This paper presents pyAudioAnalysis, an open-source Python library that provides a wide range of audio analysis procedures including: feature extraction, classification of audio signals, supervised and unsupervised segmentation and content visualization. pyAudioAnalysis is licensed under the Apache License and is available at GitHub (https://github.com/tyiannak/pyAudioAnalysis/). Here we present the theoretical background behind the wide range of the implemented methodologies, along with evaluation metrics for some of the methods. pyAudioAnalysis has been already used in several audio analysis research applications: smart-home functionalities through audio event detection, speech emotion recognition, depression classification based on audiovisual features, music segmentation, multimodal content-based movie recommendation and health applications (e.g. monitoring eating habits). The feedback provided from all these particular audio applications has led to practical enhancement of the library.
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Edmond & Lily Safra Int Inst Neurosci, Santos Dumont Inst, Post Grad Program Neuroengn, Macaiba, BrazilEdmond & Lily Safra Int Inst Neurosci, Santos Dumont Inst, Post Grad Program Neuroengn, Macaiba, Brazil
De Almeida, Tulio Fernandes
Spinelli, Bruno Guedes
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Edmond & Lily Safra Int Inst Neurosci, Santos Dumont Inst, Post Grad Program Neuroengn, Macaiba, BrazilEdmond & Lily Safra Int Inst Neurosci, Santos Dumont Inst, Post Grad Program Neuroengn, Macaiba, Brazil
Spinelli, Bruno Guedes
Lima, Ramon Hypolito
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Edmond & Lily Safra Int Inst Neurosci, Santos Dumont Inst, Post Grad Program Neuroengn, Macaiba, BrazilEdmond & Lily Safra Int Inst Neurosci, Santos Dumont Inst, Post Grad Program Neuroengn, Macaiba, Brazil
Lima, Ramon Hypolito
Gonzalez, Maria Carolina
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Edmond & Lily Safra Int Inst Neurosci, Santos Dumont Inst, Post Grad Program Neuroengn, Macaiba, BrazilEdmond & Lily Safra Int Inst Neurosci, Santos Dumont Inst, Post Grad Program Neuroengn, Macaiba, Brazil
Gonzalez, Maria Carolina
Rodrigues, Abner Cardoso
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Edmond & Lily Safra Int Inst Neurosci, Santos Dumont Inst, Post Grad Program Neuroengn, Macaiba, BrazilEdmond & Lily Safra Int Inst Neurosci, Santos Dumont Inst, Post Grad Program Neuroengn, Macaiba, Brazil
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Univ Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, EnglandUniv Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, England
Pinto, David Miguel Susano
Phillips, Mick A.
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Univ Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, EnglandUniv Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, England
Phillips, Mick A.
Hall, Nicholas
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Univ Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, EnglandUniv Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, England
Hall, Nicholas
Mateos-Langerak, Julio
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Univ Montpellier, CNRS, IGH, 141 Rue Cardonille, F-34396 Montpellier, France
Univ Montpellier, INSERM, CNRS, BioCampus, 141 Rue Cardonille, F-34094 Montpellier, FranceUniv Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, England
Mateos-Langerak, Julio
Stoychev, Danail
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Univ Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, EnglandUniv Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, England
Stoychev, Danail
Pinto, Tiago Susano
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Univ Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, EnglandUniv Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, England
Pinto, Tiago Susano
Booth, Martin J.
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Univ Oxford, Dept Engn Sci, Parks Rd, Oxford OX1 3PJ, EnglandUniv Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, England
Booth, Martin J.
Davis, Ilan
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Univ Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, EnglandUniv Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, England
Davis, Ilan
Dobbie, Ian M.
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Univ Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, EnglandUniv Oxford, Dept Biochem, Micron Adv Bioimaging Unit, South Parks Rd, Oxford OX1 3QU, England
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Univ New South Wales, South Western Sydney Clin Sch, Sydney, Australia
Ingham Inst Appl Med Res, Sydney, Australia
Liverpool & Macarthur Canc Therapy Ctr, Dept Radiat Oncol, Sydney, Australia
Radformation Inc, New York, NY 10016 USAUniv New South Wales, South Western Sydney Clin Sch, Sydney, Australia
Chlap, Phillip
Al Mouiee, Daniel
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Univ New South Wales, South Western Sydney Clin Sch, Sydney, Australia
Ingham Inst Appl Med Res, Sydney, Australia
Liverpool & Macarthur Canc Therapy Ctr, Dept Radiat Oncol, Sydney, AustraliaUniv New South Wales, South Western Sydney Clin Sch, Sydney, Australia
Al Mouiee, Daniel
Finnegan, Robert N.
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Royal North Shore Hosp, Sydney, Australia
Univ Sydney, Inst Med Phys, Sydney, AustraliaUniv New South Wales, South Western Sydney Clin Sch, Sydney, Australia
Finnegan, Robert N.
Cui, Janet
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Ingham Inst Appl Med Res, Sydney, Australia
Microsoft, Sydney, AustraliaUniv New South Wales, South Western Sydney Clin Sch, Sydney, Australia
Cui, Janet
Chin, Vicky
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Univ New South Wales, South Western Sydney Clin Sch, Sydney, Australia
Ingham Inst Appl Med Res, Sydney, Australia
Liverpool & Macarthur Canc Therapy Ctr, Dept Radiat Oncol, Sydney, Australia
Univ Sydney, Image X Inst, Sydney, AustraliaUniv New South Wales, South Western Sydney Clin Sch, Sydney, Australia
Chin, Vicky
Deshpande, Shrikant
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Univ New South Wales, South Western Sydney Clin Sch, Sydney, Australia
Ingham Inst Appl Med Res, Sydney, Australia
Liverpool & Macarthur Canc Therapy Ctr, Dept Radiat Oncol, Sydney, AustraliaUniv New South Wales, South Western Sydney Clin Sch, Sydney, Australia
Deshpande, Shrikant
Holloway, Lois
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Univ New South Wales, South Western Sydney Clin Sch, Sydney, Australia
Ingham Inst Appl Med Res, Sydney, Australia
Liverpool & Macarthur Canc Therapy Ctr, Dept Radiat Oncol, Sydney, Australia
Univ Sydney, Inst Med Phys, Sydney, AustraliaUniv New South Wales, South Western Sydney Clin Sch, Sydney, Australia
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Univ Francisco de Vitoria, CEIEC Res Inst, Ctra M-515 Pozuelo Majadahona Km 1,800, Pozuelo De Alarcon 28223, SpainUniv Francisco de Vitoria, CEIEC Res Inst, Ctra M-515 Pozuelo Majadahona Km 1,800, Pozuelo De Alarcon 28223, Spain