Automated detection of Hainan gibbon calls for passive acoustic monitoring

Emmanuel Dufourq; Ian Durbach; James P. Hansford; Amanda Hoepfner; Heidi Ma; Jessica V. Bryant; Christina S. Stender; Wenyong Li; Zhiwei Liu; Qing Chen; Zhaoli Zhou; Samuel T. Turvey

doi:10.1002/rse2.201

Automated detection of Hainan gibbon calls for passive acoustic monitoring

Emmanuel Dufourq
, Ian Durbach
, James P. Hansford
, Amanda Hoepfner
, Heidi Ma
, Jessica V. Bryant
, Christina S. Stender
, Wenyong Li
, Zhiwei Liu
, Qing Chen
, Zhaoli Zhou
, Samuel T. Turvey

Department of Biological Sciences

Research output: Contribution to journal › Article › peer-review

Original language	English
Pages (from-to)	475-487
Number of pages	13
Journal	Remote Sensing in Ecology and Conservation
Volume	7
Issue number	3
Early online date	8 Apr 2021
DOIs	https://doi.org/10.1002/rse2.201
Publication status	Published - Sept 2021

Keywords

Bioacoustics
convolutional neural networks
deep learning
Hainan gibbons
passive acoustic monitoring
species identification

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10.1002/rse2.201Licence: CC BY-NC

Cite this

@article{a23d59771f984a0a917b926b0a0bafdd,

title = "Automated detection of Hainan gibbon calls for passive acoustic monitoring",

keywords = "Bioacoustics, convolutional neural networks, deep learning, Hainan gibbons, passive acoustic monitoring, species identification",

author = "Emmanuel Dufourq and Ian Durbach and Hansford, \{James P.\} and Amanda Hoepfner and Heidi Ma and Bryant, \{Jessica V.\} and Stender, \{Christina S.\} and Wenyong Li and Zhiwei Liu and Qing Chen and Zhaoli Zhou and Turvey, \{Samuel T.\}",

note = "Funding Information: We thank the Management Office of Bawangling National Nature Reserve for logistical assistance in the field. Fieldwork was funded by an Arcus Foundation grant to STT and a Wildlife Acoustics grant to JVB. ID is supported in part by funding from the National Research Foundation of South Africa (Grant ID 90782, 105782). ED is supported by a postdoctoral fellowship from the African Institute for Mathematical Sciences South Africa, Stellenbosch University and the Next Einstein Initiative. This work was carried out with the aid of a grant from the International Development Research Centre, Ottawa, Canada ( www.idrc.ca ), and with financial support from the Government of Canada, provided through Global Affairs Canada (GAC; www.international.gc.ca ). We also thank the following rangers who contributed to data collection: Guang Wei, Zhong Zhao, Qing Lin, Jinbing Zhang, Zhicheng Zhang, Quanjin Li, Xiaoliang Fu, Zhengchong Zhou, Lubiao Huang, Zhengkun Ye, Zhenghai Zou, Jinqiang Wang, Wentao Han and Zengnan Xie. Funding Information: Fieldwork was funded by an Arcus Foundation grant to STT and a Wildlife Acoustics grant to JVB. ID is supported in part by funding from the National Research Foundation of South Africa (Grant ID 90782, 105782). ED is supported by a postdoctoral fellowship from the African Institute for Mathematical Sciences South Africa, Stellenbosch University and the Next Einstein Initiative. This work was carried out with the aid of a grant from the International Development Research Centre, Ottawa, Canada (www.idrc.ca), and with financial support from the Government of Canada, provided through Global Affairs Canada (GAC; www.international.gc.ca). We thank the Management Office of Bawangling National Nature Reserve for logistical assistance in the field. Fieldwork was funded by an Arcus Foundation grant to STT and a Wildlife Acoustics grant to JVB. ID is supported in part by funding from the National Research Foundation of South Africa (Grant ID 90782, 105782). ED is supported by a postdoctoral fellowship from the African Institute for Mathematical Sciences South Africa, Stellenbosch University and the Next Einstein Initiative. This work was carried out with the aid of a grant from the International Development Research Centre, Ottawa, Canada (www.idrc.ca), and with financial support from the Government of Canada, provided through Global Affairs Canada (GAC; www.international.gc.ca). We also thank the following rangers who contributed to data collection: Guang Wei, Zhong Zhao, Qing Lin, Jinbing Zhang, Zhicheng Zhang, Quanjin Li, Xiaoliang Fu, Zhengchong Zhou, Lubiao Huang, Zhengkun Ye, Zhenghai Zou, Jinqiang Wang, Wentao Han and Zengnan Xie. Funding Information: Fieldwork was funded by an Arcus Foundation grant to STT and a Wildlife Acoustics grant to JVB. ID is supported in part by funding from the National Research Foundation of South Africa (Grant ID 90782, 105782). ED is supported by a postdoctoral fellowship from the African Institute for Mathematical Sciences South Africa, Stellenbosch University and the Next Einstein Initiative. This work was carried out with the aid of a grant from the International Development Research Centre, Ottawa, Canada ( www.idrc.ca ), and with financial support from the Government of Canada, provided through Global Affairs Canada (GAC; www.international.gc.ca ). Publisher Copyright: {\textcopyright} 2021 The Authors. Remote Sensing in Ecology and Conservation published by John Wiley \& Sons Ltd on behalf of Zoological Society of London.",

year = "2021",

month = sep,

doi = "10.1002/rse2.201",

language = "English",

volume = "7",

pages = "475--487",

journal = "Remote Sensing in Ecology and Conservation",

issn = "2056-3485",

publisher = "Wiley-Blackwell Publishing Ltd",

number = "3",

}

TY - JOUR

T1 - Automated detection of Hainan gibbon calls for passive acoustic monitoring

AU - Dufourq, Emmanuel

AU - Durbach, Ian

AU - Hansford, James P.

AU - Hoepfner, Amanda

AU - Ma, Heidi

AU - Bryant, Jessica V.

AU - Stender, Christina S.

AU - Li, Wenyong

AU - Liu, Zhiwei

AU - Chen, Qing

AU - Zhou, Zhaoli

AU - Turvey, Samuel T.

N1 - Funding Information: We thank the Management Office of Bawangling National Nature Reserve for logistical assistance in the field. Fieldwork was funded by an Arcus Foundation grant to STT and a Wildlife Acoustics grant to JVB. ID is supported in part by funding from the National Research Foundation of South Africa (Grant ID 90782, 105782). ED is supported by a postdoctoral fellowship from the African Institute for Mathematical Sciences South Africa, Stellenbosch University and the Next Einstein Initiative. This work was carried out with the aid of a grant from the International Development Research Centre, Ottawa, Canada ( www.idrc.ca ), and with financial support from the Government of Canada, provided through Global Affairs Canada (GAC; www.international.gc.ca ). We also thank the following rangers who contributed to data collection: Guang Wei, Zhong Zhao, Qing Lin, Jinbing Zhang, Zhicheng Zhang, Quanjin Li, Xiaoliang Fu, Zhengchong Zhou, Lubiao Huang, Zhengkun Ye, Zhenghai Zou, Jinqiang Wang, Wentao Han and Zengnan Xie. Funding Information: Fieldwork was funded by an Arcus Foundation grant to STT and a Wildlife Acoustics grant to JVB. ID is supported in part by funding from the National Research Foundation of South Africa (Grant ID 90782, 105782). ED is supported by a postdoctoral fellowship from the African Institute for Mathematical Sciences South Africa, Stellenbosch University and the Next Einstein Initiative. This work was carried out with the aid of a grant from the International Development Research Centre, Ottawa, Canada (www.idrc.ca), and with financial support from the Government of Canada, provided through Global Affairs Canada (GAC; www.international.gc.ca). We thank the Management Office of Bawangling National Nature Reserve for logistical assistance in the field. Fieldwork was funded by an Arcus Foundation grant to STT and a Wildlife Acoustics grant to JVB. ID is supported in part by funding from the National Research Foundation of South Africa (Grant ID 90782, 105782). ED is supported by a postdoctoral fellowship from the African Institute for Mathematical Sciences South Africa, Stellenbosch University and the Next Einstein Initiative. This work was carried out with the aid of a grant from the International Development Research Centre, Ottawa, Canada (www.idrc.ca), and with financial support from the Government of Canada, provided through Global Affairs Canada (GAC; www.international.gc.ca). We also thank the following rangers who contributed to data collection: Guang Wei, Zhong Zhao, Qing Lin, Jinbing Zhang, Zhicheng Zhang, Quanjin Li, Xiaoliang Fu, Zhengchong Zhou, Lubiao Huang, Zhengkun Ye, Zhenghai Zou, Jinqiang Wang, Wentao Han and Zengnan Xie. Funding Information: Fieldwork was funded by an Arcus Foundation grant to STT and a Wildlife Acoustics grant to JVB. ID is supported in part by funding from the National Research Foundation of South Africa (Grant ID 90782, 105782). ED is supported by a postdoctoral fellowship from the African Institute for Mathematical Sciences South Africa, Stellenbosch University and the Next Einstein Initiative. This work was carried out with the aid of a grant from the International Development Research Centre, Ottawa, Canada ( www.idrc.ca ), and with financial support from the Government of Canada, provided through Global Affairs Canada (GAC; www.international.gc.ca ). Publisher Copyright: © 2021 The Authors. Remote Sensing in Ecology and Conservation published by John Wiley & Sons Ltd on behalf of Zoological Society of London.

PY - 2021/9

Y1 - 2021/9

KW - Bioacoustics

KW - convolutional neural networks

KW - deep learning

KW - Hainan gibbons

KW - passive acoustic monitoring

KW - species identification

UR - https://www.scopus.com/pages/publications/85104027858

U2 - 10.1002/rse2.201

DO - 10.1002/rse2.201

M3 - Article

AN - SCOPUS:85104027858

SN - 2056-3485

VL - 7

SP - 475

EP - 487

JO - Remote Sensing in Ecology and Conservation

JF - Remote Sensing in Ecology and Conservation

IS - 3

ER -

Automated detection of Hainan gibbon calls for passive acoustic monitoring

Keywords

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