{"id":"https://openalex.org/W4388584613","doi":"https://doi.org/10.48550/arxiv.2311.04945","title":"Auto deep learning for bioacoustic signals","display_name":"Auto deep learning for bioacoustic signals","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4388584613","doi":"https://doi.org/10.48550/arxiv.2311.04945"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2311.04945","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/abs/2311.04945","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085221363","display_name":"Giulio Tosato","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tosato, Giulio","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056998334","display_name":"Abdelrahman Shehata","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shehata, Abdelrahman","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013111840","display_name":"Joshua Luke Janssen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Janssen, Joshua","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093241523","display_name":"Kees Kamp","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kamp, Kees","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093241524","display_name":"Pramatya Jati","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jati, Pramatya","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5005866826","display_name":"Dan Stowell","orcid":"https://orcid.org/0000-0001-8068-3769"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Stowell, Dan","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":67},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11665","display_name":"Animal Vocal Communication and Behavior","score":0.9997,"subfield":{"id":"https://openalex.org/subfields/1309","display_name":"Developmental Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11665","display_name":"Animal Vocal Communication and Behavior","score":0.9997,"subfield":{"id":"https://openalex.org/subfields/1309","display_name":"Developmental Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11228","display_name":"Bat Biology and Ecology Studies","score":0.9759,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10659","display_name":"Marine animal studies overview","score":0.9741,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/spectrogram","display_name":"Spectrogram","score":0.5798893},{"id":"https://openalex.org/keywords/bioacoustics","display_name":"Bioacoustics","score":0.53095907},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.5204061}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.747978},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7371896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7331801},{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.5798893},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5402775},{"id":"https://openalex.org/C34951282","wikidata":"https://www.wikidata.org/wiki/Q864191","display_name":"Bioacoustics","level":2,"score":0.53095907},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.5204061},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2311.04945","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://api.datacite.org/dois/10.48550/arxiv.2311.04945","pdf_url":null,"source":{"id":"https://openalex.org/S4393179698","display_name":"DataCite API","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210145204","host_organization_name":"DataCite","host_organization_lineage":["https://openalex.org/I4210145204"],"host_organization_lineage_names":["DataCite"],"type":"metadata"},"license":null,"license_id":null,"version":null}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2311.04945","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","display_name":"Life below water","score":0.52}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4285827128","https://openalex.org/W4252208810","https://openalex.org/W3198113463","https://openalex.org/W3170167497","https://openalex.org/W3003615511","https://openalex.org/W2963844355","https://openalex.org/W2787698406","https://openalex.org/W2602382373","https://openalex.org/W2089315226","https://openalex.org/W1975881626"],"abstract_inverted_index":{"This":[0,108],"study":[1,109],"investigates":[2],"the":[3,11,29,37,60,77,92,96,126],"potential":[4,79],"of":[5,15,18,39,80],"automated":[6,42,81,93,136],"deep":[7,25,82,137],"learning":[8,26,44,83],"to":[9,46,118],"enhance":[10,119],"accuracy":[12],"and":[13,51,70,74,88,102,116],"efficiency":[14],"multi-class":[16,149],"classification":[17],"bird":[19],"vocalizations,":[20],"compared":[21],"against":[22],"traditional":[23,65],"manually-designed":[24],"models.":[27,89],"Using":[28],"Western":[30],"Mediterranean":[31],"Wetland":[32],"Birds":[33],"dataset,":[34],"we":[35],"investigated":[36],"use":[38],"AutoKeras,":[40],"an":[41],"machine":[43],"framework,":[45],"automate":[47],"neural":[48],"architecture":[49],"search":[50],"hyperparameter":[52],"tuning.":[53],"Comparative":[54],"analysis":[55],"validates":[56],"our":[57],"hypothesis":[58],"that":[59],"AutoKeras-derived":[61],"model":[62,103],"consistently":[63],"outperforms":[64],"models":[66],"like":[67],"MobileNet,":[68],"ResNet50":[69],"VGG16.":[71],"Our":[72],"approach":[73],"findings":[75],"underscore":[76],"transformative":[78],"for":[84,98],"advancing":[85],"bioacoustics":[86],"research":[87],"In":[90],"fact,":[91],"techniques":[94],"eliminate":[95],"need":[97],"manual":[99],"feature":[100],"engineering":[101],"design":[104],"while":[105],"improving":[106],"performance.":[107],"illuminates":[110],"best":[111],"practices":[112],"in":[113,121],"sampling,":[114],"evaluation":[115],"reporting":[117],"reproducibility":[120],"this":[122],"nascent":[123],"field.":[124],"All":[125],"code":[127],"used":[128],"is":[129],"available":[130],"at":[131],"https:":[132],"//github.com/giuliotosato/AutoKeras-bioacustic":[133],"Keywords:":[134],"AutoKeras;":[135],"learning;":[138],"audio":[139],"classification;":[140,150],"Wetlands":[141],"Bird":[142],"dataset;":[143,148],"comparative":[144],"analysis;":[145],"bioacoustics;":[146],"validation":[147],"spectrograms.":[151]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4388584613","counts_by_year":[],"updated_date":"2024-12-31T07:11:15.517386","created_date":"2023-11-11"}