Data Augmentation and Deep Learning Methods in Sound Classification: A Systematic Review

Olusola O. Abayomi-Alli; Robertas Damaševičius; Atika Qazi; Mariam Adedoyin-Olowe; Sanjay Misra

doi:10.3390/electronics11223795

Data Augmentation and Deep Learning Methods in Sound Classification: A Systematic Review

Olusola O. Abayomi-Alli, Robertas Damaševičius^*, Atika Qazi, Mariam Adedoyin-Olowe, Sanjay Misra

^*Corresponding author for this work

Research output: Contribution to journal › Review article › peer-review

88 Citations (SciVal)

Original language	English
Article number	3795
Journal	Electronics (Switzerland)
Volume	11
Issue number	22
DOIs	https://doi.org/10.3390/electronics11223795
Publication status	Published (VoR) - Nov 2022

Keywords

audio data
data augmentation
deep learning
feature extraction
sound data

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10.3390/electronics11223795

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title = "Data Augmentation and Deep Learning Methods in Sound Classification: A Systematic Review",

keywords = "audio data, data augmentation, deep learning, feature extraction, sound data",

author = "Abayomi-Alli, \{Olusola O.\} and Robertas Dama{\v s}evi{\v c}ius and Atika Qazi and Mariam Adedoyin-Olowe and Sanjay Misra",

note = "Publisher Copyright: {\textcopyright} 2022 by the authors.",

year = "2022",

month = nov,

doi = "10.3390/electronics11223795",

language = "English",

volume = "11",

journal = "Electronics (Switzerland)",

issn = "2079-9292",

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number = "22",

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T1 - Data Augmentation and Deep Learning Methods in Sound Classification

T2 - A Systematic Review

AU - Abayomi-Alli, Olusola O.

AU - Damaševičius, Robertas

AU - Qazi, Atika

AU - Adedoyin-Olowe, Mariam

AU - Misra, Sanjay

PY - 2022/11

Y1 - 2022/11

KW - audio data

KW - data augmentation

KW - deep learning

KW - feature extraction

KW - sound data

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U2 - 10.3390/electronics11223795

DO - 10.3390/electronics11223795

M3 - Review article

AN - SCOPUS:85142420669

SN - 2079-9292

VL - 11

JO - Electronics (Switzerland)

JF - Electronics (Switzerland)

IS - 22

M1 - 3795

ER -

Data Augmentation and Deep Learning Methods in Sound Classification: A Systematic Review

Keywords

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