Unlocking the soundscape of coral reefs with artificial intelligence: pretrained networks and unsupervised learning win out.

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Title: Unlocking the soundscape of coral reefs with artificial intelligence: pretrained networks and unsupervised learning win out.
Authors: Williams B; Centre for Biodiversity and Environment Research, Department of Genetics, Evolution and Environment, University College London, London, United Kingdom.; Zoological Society of London, Regents Park, London, United Kingdom., Balvanera SM; Centre for Biodiversity and Environment Research, Department of Genetics, Evolution and Environment, University College London, London, United Kingdom., Sethi SS; Department of Life Sciences, Imperial College London, London, United Kingdom., Lamont TAC; Lancaster Environment Centre, Lancaster University, Lancaster, United Kingdom., Jompa J; Graduate School, Universitas Hasanuddin, Makassar, Indonesia., Prasetya M; MARS Sustainable Solutions, Makassar, Indonesia., Richardson L; School of Ocean Sciences, Bangor University, Askew Street, Menai Bridge, Anglesey, United Kingdom., Chapuis L; School of Biological Sciences, University of Bristol, Bristol, United Kingdom., Weschke E; School of Biological Sciences, University of Bristol, Bristol, United Kingdom., Hoey A; Australian Research Council Centre of Excellence for Coral Reef Studies, James Cook University, Townsville, Queensland, Australia., Beldade R; Australian Research Council Centre of Excellence for Coral Reef Studies, James Cook University, Townsville, Queensland, Australia.; Estación Costera de Investigaciones Marinas, Millennium Nucleus for Ecology and Conservation of Temperate Mesophotic Reef Ecosystems, Facultad de Ciencias Biológicas, Pontificia Universidad Católica de Chile, Santiago, Chile., Mills SC; CRIOBE, PSL Research University, Moorea, French Polynesia.; Laboratoire d'Excellence 'CORAIL', Perpignan, France., Haguenauer A; CRIOBE, PSL Research University, Moorea, French Polynesia., Zuberer F; CRIOBE, PSL Research University, Moorea, French Polynesia., Simpson SD; School of Biological Sciences, University of Bristol, Bristol, United Kingdom., Curnick D; Zoological Society of London, Regents Park, London, United Kingdom., Jones KE; Centre for Biodiversity and Environment Research, Department of Genetics, Evolution and Environment, University College London, London, United Kingdom.
Source: PLoS computational biology [PLoS Comput Biol] 2025 Apr 28; Vol. 21 (4), pp. e1013029. Date of Electronic Publication: 2025 Apr 28 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101238922 Publication Model: eCollection Cited Medium: Internet ISSN: 1553-7358 (Electronic) Linking ISSN: 1553734X NLM ISO Abbreviation: PLoS Comput Biol Subsets: MEDLINE
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  Data: Unlocking the soundscape of coral reefs with artificial intelligence: pretrained networks and unsupervised learning win out.
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  Data: <searchLink fieldCode="AU" term="%22Williams+B%22">Williams B</searchLink>; Centre for Biodiversity and Environment Research, Department of Genetics, Evolution and Environment, University College London, London, United Kingdom.; Zoological Society of London, Regents Park, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Balvanera+SM%22">Balvanera SM</searchLink>; Centre for Biodiversity and Environment Research, Department of Genetics, Evolution and Environment, University College London, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Sethi+SS%22">Sethi SS</searchLink>; Department of Life Sciences, Imperial College London, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Lamont+TAC%22">Lamont TAC</searchLink>; Lancaster Environment Centre, Lancaster University, Lancaster, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Jompa+J%22">Jompa J</searchLink>; Graduate School, Universitas Hasanuddin, Makassar, Indonesia.<br /><searchLink fieldCode="AU" term="%22Prasetya+M%22">Prasetya M</searchLink>; MARS Sustainable Solutions, Makassar, Indonesia.<br /><searchLink fieldCode="AU" term="%22Richardson+L%22">Richardson L</searchLink>; School of Ocean Sciences, Bangor University, Askew Street, Menai Bridge, Anglesey, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Chapuis+L%22">Chapuis L</searchLink>; School of Biological Sciences, University of Bristol, Bristol, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Weschke+E%22">Weschke E</searchLink>; School of Biological Sciences, University of Bristol, Bristol, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Hoey+A%22">Hoey A</searchLink>; Australian Research Council Centre of Excellence for Coral Reef Studies, James Cook University, Townsville, Queensland, Australia.<br /><searchLink fieldCode="AU" term="%22Beldade+R%22">Beldade R</searchLink>; Australian Research Council Centre of Excellence for Coral Reef Studies, James Cook University, Townsville, Queensland, Australia.; Estación Costera de Investigaciones Marinas, Millennium Nucleus for Ecology and Conservation of Temperate Mesophotic Reef Ecosystems, Facultad de Ciencias Biológicas, Pontificia Universidad Católica de Chile, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Mills+SC%22">Mills SC</searchLink>; CRIOBE, PSL Research University, Moorea, French Polynesia.; Laboratoire d'Excellence 'CORAIL', Perpignan, France.<br /><searchLink fieldCode="AU" term="%22Haguenauer+A%22">Haguenauer A</searchLink>; CRIOBE, PSL Research University, Moorea, French Polynesia.<br /><searchLink fieldCode="AU" term="%22Zuberer+F%22">Zuberer F</searchLink>; CRIOBE, PSL Research University, Moorea, French Polynesia.<br /><searchLink fieldCode="AU" term="%22Simpson+SD%22">Simpson SD</searchLink>; School of Biological Sciences, University of Bristol, Bristol, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Curnick+D%22">Curnick D</searchLink>; Zoological Society of London, Regents Park, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Jones+KE%22">Jones KE</searchLink>; Centre for Biodiversity and Environment Research, Department of Genetics, Evolution and Environment, University College London, London, United Kingdom.
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