{"id":"https://openalex.org/W4389911246","doi":"https://doi.org/10.48550/arxiv.2312.09269","title":"Efficient speech detection in environmental audio using acoustic recognition and knowledge distillation","display_name":"Efficient speech detection in environmental audio using acoustic recognition and knowledge distillation","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4389911246","doi":"https://doi.org/10.48550/arxiv.2312.09269"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2312.09269","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_indexed_in_scopus":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/2312.09269","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093524839","display_name":"Drew Priebe","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Priebe, Drew","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075427113","display_name":"Burooj Ghani","orcid":"https://orcid.org/0000-0002-0541-3571"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ghani, Burooj","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":65},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9961,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9961,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11665","display_name":"Animal Vocal Communication and Behavior","score":0.9925,"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/T10860","display_name":"Speech and Audio Processing","score":0.9896,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/soundscape","display_name":"Soundscape","score":0.54303867}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7004992},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6074642},{"id":"https://openalex.org/C142795923","wikidata":"https://www.wikidata.org/wiki/Q1358257","display_name":"Soundscape","level":3,"score":0.54303867},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4760651},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.47147965},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.458733},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4278213},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4190883},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3309812},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.15729088},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1531904},{"id":"https://openalex.org/C203718221","wikidata":"https://www.wikidata.org/wiki/Q491713","display_name":"Sound (geography)","level":2,"score":0.12563711},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2312.09269","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_indexed_in_scopus":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":true,"landing_page_url":"http://arxiv.org/abs/2312.09269","pdf_url":"http://arxiv.org/pdf/2312.09269","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://api.datacite.org/dois/10.48550/arxiv.2312.09269","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_indexed_in_scopus":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/2312.09269","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_indexed_in_scopus":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":[{"display_name":"Life on land","id":"https://metadata.un.org/sdg/15","score":0.66}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2970126706","https://openalex.org/W2896201871","https://openalex.org/W2809061312","https://openalex.org/W2770198033","https://openalex.org/W2365709658","https://openalex.org/W2282503792","https://openalex.org/W1988083194","https://openalex.org/W1593731728","https://openalex.org/W1562588264","https://openalex.org/W1254698036"],"abstract_inverted_index":{"The":[0,126],"ongoing":[1],"biodiversity":[2,25],"crisis,":[3],"driven":[4],"by":[5],"factors":[6],"such":[7],"as":[8,28],"land-use":[9],"change":[10],"and":[11,47,74],"global":[12],"warming,":[13],"emphasizes":[14],"the":[15,60,100,113,134,155,166,173],"need":[16],"for":[17,43,48,91,159,185],"effective":[18,107,157],"ecological":[19,187],"monitoring":[20,23,31,38],"methods.":[21],"Acoustic":[22],"of":[24,62,133,147],"has":[26],"emerged":[27],"an":[29],"important":[30],"tool.":[32],"Detecting":[33],"human":[34,45],"voices":[35],"in":[36,54,57,94,123],"soundscape":[37],"projects":[39],"is":[40],"useful":[41],"both":[42],"analysing":[44],"disturbance":[46],"privacy":[49],"filtering.":[50],"Despite":[51],"significant":[52],"strides":[53],"deep":[55],"learning":[56],"recent":[58],"years,":[59],"deployment":[61],"large":[63],"neural":[64],"networks":[65],"on":[66,80],"compact":[67,105],"devices":[68],"poses":[69],"challenges":[70],"due":[71],"to":[72,85,103,110,139,153,172,181],"memory":[73],"latency":[75],"constraints.":[76],"Our":[77,162],"approach":[78,180],"focuses":[79],"leveraging":[81],"knowledge":[82],"distillation":[83,149],"techniques":[84,150],"design":[86],"efficient,":[87],"lightweight":[88],"student":[89,108,137],"models":[90,138,168],"speech":[92],"detection":[93,121],"bioacoustics.":[95],"In":[96],"particular,":[97],"we":[98],"employed":[99],"MobileNetV3-Small-Pi":[101,135],"model":[102,160],"create":[104],"yet":[106],"architectures":[109],"compare":[111],"against":[112],"larger":[114],"EcoVAD":[115,174],"teacher":[116,175],"model,":[117,176],"a":[118,144,178],"well-regarded":[119],"voice":[120],"architecture":[122],"eco-acoustic":[124],"monitoring.":[125,188],"comparative":[127],"analysis":[128],"included":[129],"examining":[130],"various":[131],"configurations":[132],"derived":[136],"identify":[140],"optimal":[141],"performance.":[142],"Additionally,":[143],"thorough":[145],"evaluation":[146],"different":[148],"was":[151],"conducted":[152],"ascertain":[154],"most":[156],"method":[158],"selection.":[161],"findings":[163],"revealed":[164],"that":[165],"distilled":[167],"exhibited":[169],"comparable":[170],"performance":[171],"indicating":[177],"promising":[179],"overcoming":[182],"computational":[183],"barriers":[184],"real-time":[186]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4389911246","counts_by_year":[],"updated_date":"2025-04-16T05:40:16.631682","created_date":"2023-12-19"}