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Birdsong Denoising Using Wavelets
Automatic recording of birdsong is becoming the preferred way to monitor and quantify bird populations worldwide. Programmable recorders allow recordings to be obtained at all times of day and year for extended periods of time. Consequently, there is a critical need for robust automated birdsong rec...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4728069/ https://www.ncbi.nlm.nih.gov/pubmed/26812391 http://dx.doi.org/10.1371/journal.pone.0146790 |
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author | Priyadarshani, Nirosha Marsland, Stephen Castro, Isabel Punchihewa, Amal |
author_facet | Priyadarshani, Nirosha Marsland, Stephen Castro, Isabel Punchihewa, Amal |
author_sort | Priyadarshani, Nirosha |
collection | PubMed |
description | Automatic recording of birdsong is becoming the preferred way to monitor and quantify bird populations worldwide. Programmable recorders allow recordings to be obtained at all times of day and year for extended periods of time. Consequently, there is a critical need for robust automated birdsong recognition. One prominent obstacle to achieving this is low signal to noise ratio in unattended recordings. Field recordings are often very noisy: birdsong is only one component in a recording, which also includes noise from the environment (such as wind and rain), other animals (including insects), and human-related activities, as well as noise from the recorder itself. We describe a method of denoising using a combination of the wavelet packet decomposition and band-pass or low-pass filtering, and present experiments that demonstrate an order of magnitude improvement in noise reduction over natural noisy bird recordings. |
format | Online Article Text |
id | pubmed-4728069 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-47280692016-02-03 Birdsong Denoising Using Wavelets Priyadarshani, Nirosha Marsland, Stephen Castro, Isabel Punchihewa, Amal PLoS One Research Article Automatic recording of birdsong is becoming the preferred way to monitor and quantify bird populations worldwide. Programmable recorders allow recordings to be obtained at all times of day and year for extended periods of time. Consequently, there is a critical need for robust automated birdsong recognition. One prominent obstacle to achieving this is low signal to noise ratio in unattended recordings. Field recordings are often very noisy: birdsong is only one component in a recording, which also includes noise from the environment (such as wind and rain), other animals (including insects), and human-related activities, as well as noise from the recorder itself. We describe a method of denoising using a combination of the wavelet packet decomposition and band-pass or low-pass filtering, and present experiments that demonstrate an order of magnitude improvement in noise reduction over natural noisy bird recordings. Public Library of Science 2016-01-26 /pmc/articles/PMC4728069/ /pubmed/26812391 http://dx.doi.org/10.1371/journal.pone.0146790 Text en © 2016 Priyadarshani et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Priyadarshani, Nirosha Marsland, Stephen Castro, Isabel Punchihewa, Amal Birdsong Denoising Using Wavelets |
title | Birdsong Denoising Using Wavelets |
title_full | Birdsong Denoising Using Wavelets |
title_fullStr | Birdsong Denoising Using Wavelets |
title_full_unstemmed | Birdsong Denoising Using Wavelets |
title_short | Birdsong Denoising Using Wavelets |
title_sort | birdsong denoising using wavelets |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4728069/ https://www.ncbi.nlm.nih.gov/pubmed/26812391 http://dx.doi.org/10.1371/journal.pone.0146790 |
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