{"id":"https://openalex.org/W4403182066","doi":"https://doi.org/10.1109/is262782.2024.10704131","title":"TinyChirp: Bird Song Recognition Using TinyML Models on Low-power Wireless Acoustic Sensors","display_name":"TinyChirp: Bird Song Recognition Using TinyML Models on Low-power Wireless Acoustic Sensors","publication_year":2024,"publication_date":"2024-09-30","ids":{"openalex":"https://openalex.org/W4403182066","doi":"https://doi.org/10.1109/is262782.2024.10704131"},"language":"en","primary_location":{"id":"doi:10.1109/is262782.2024.10704131","is_oa":false,"landing_page_url":"https://doi.org/10.1109/is262782.2024.10704131","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 5th International Symposium on the Internet of Sounds (IS2)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://inria.hal.science/hal-04814457","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109971659","display_name":"Ziling Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I75951250","display_name":"Freie Universit\u00e4t Berlin","ror":"https://ror.org/046ak2485","country_code":"DE","type":"education","lineage":["https://openalex.org/I75951250"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Z. Huang","raw_affiliation_strings":["Freie Universität Berlin"],"affiliations":[{"raw_affiliation_string":"Freie Universität Berlin","institution_ids":["https://openalex.org/I75951250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107610666","display_name":"Adrien Tousnakhoff","orcid":null},"institutions":[{"id":"https://openalex.org/I75951250","display_name":"Freie Universit\u00e4t Berlin","ror":"https://ror.org/046ak2485","country_code":"DE","type":"education","lineage":["https://openalex.org/I75951250"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"A. Tousnakhoff","raw_affiliation_strings":["Freie Universität Berlin"],"affiliations":[{"raw_affiliation_string":"Freie Universität Berlin","institution_ids":["https://openalex.org/I75951250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107438811","display_name":"Polina Kozyr","orcid":null},"institutions":[{"id":"https://openalex.org/I129643931","display_name":"Berliner Hochschule f\u00fcr Technik","ror":"https://ror.org/00w7whj55","country_code":"DE","type":"education","lineage":["https://openalex.org/I129643931"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"P. Kozyr","raw_affiliation_strings":["Berlin University of Applied Sciences"],"affiliations":[{"raw_affiliation_string":"Berlin University of Applied Sciences","institution_ids":["https://openalex.org/I129643931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107610667","display_name":"Roman Rehausen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210123192","display_name":"International Audio Laboratories Erlangen","ror":"https://ror.org/02mkz3e80","country_code":"DE","type":"facility","lineage":["https://openalex.org/I181369854","https://openalex.org/I4210123192","https://openalex.org/I4210124274","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"R. Rehausen","raw_affiliation_strings":["Woks Audio GmbH"],"affiliations":[{"raw_affiliation_string":"Woks Audio GmbH","institution_ids":["https://openalex.org/I4210123192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024953386","display_name":"Felix Bie\u00dfmann","orcid":"https://orcid.org/0000-0002-3422-1026"},"institutions":[{"id":"https://openalex.org/I129643931","display_name":"Berliner Hochschule f\u00fcr Technik","ror":"https://ror.org/00w7whj55","country_code":"DE","type":"education","lineage":["https://openalex.org/I129643931"]},{"id":"https://openalex.org/I184558857","display_name":"Royal Holloway University of London","ror":"https://ror.org/04g2vpn86","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I184558857"]}],"countries":["DE","GB"],"is_corresponding":false,"raw_author_name":"F. Bie\u00dfmann","raw_affiliation_strings":["Berlin University of Applied Sciences","Royal Holloway University of London"],"affiliations":[{"raw_affiliation_string":"Berlin University of Applied Sciences","institution_ids":["https://openalex.org/I129643931"]},{"raw_affiliation_string":"Royal Holloway University of London","institution_ids":["https://openalex.org/I184558857"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107571900","display_name":"Robert Lachlan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210089692","display_name":"Einstein Center Digital Future","ror":"https://ror.org/0086bb350","country_code":"DE","type":"facility","lineage":["https://openalex.org/I39343248","https://openalex.org/I4210089692","https://openalex.org/I46043019","https://openalex.org/I75951250","https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"R. Lachlan","raw_affiliation_strings":["Einstein Center for Digital Future"],"affiliations":[{"raw_affiliation_string":"Einstein Center for Digital Future","institution_ids":["https://openalex.org/I4210089692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075832513","display_name":"C\u00e9dric Adjih","orcid":"https://orcid.org/0000-0003-3924-5374"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"C. Adjih","raw_affiliation_strings":["Inria,France","Inria, France"],"affiliations":[{"raw_affiliation_string":"Inria,France","institution_ids":["https://openalex.org/I1326498283"]},{"raw_affiliation_string":"Inria, France","institution_ids":["https://openalex.org/I1326498283"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087239455","display_name":"Emmanuel Baccelli","orcid":"https://orcid.org/0000-0001-6239-9983"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"E. Baccelli","raw_affiliation_strings":["Inria,France","Inria, France"],"affiliations":[{"raw_affiliation_string":"Inria,France","institution_ids":["https://openalex.org/I1326498283"]},{"raw_affiliation_string":"Inria, France","institution_ids":["https://openalex.org/I1326498283"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5109971659"],"corresponding_institution_ids":["https://openalex.org/I75951250"],"apc_list":null,"apc_paid":null,"fwci":7.8369,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.97627119,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11665","display_name":"Animal Vocal Communication and Behavior","score":0.9998000264167786,"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":0.9998000264167786,"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/T11309","display_name":"Music and Audio Processing","score":0.9940000176429749,"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/T12894","display_name":"Date Palm Research Studies","score":0.9442999958992004,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7795371413230896},{"id":"https://openalex.org/keywords/spectrogram","display_name":"Spectrogram","score":0.6568182110786438},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.49892258644104004},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4843329191207886},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3772110641002655},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36887580156326294},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3344075083732605}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7795371413230896},{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.6568182110786438},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.49892258644104004},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4843329191207886},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3772110641002655},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36887580156326294},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3344075083732605},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/is262782.2024.10704131","is_oa":false,"landing_page_url":"https://doi.org/10.1109/is262782.2024.10704131","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 5th International Symposium on the Internet of Sounds (IS2)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04814457v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-04814457","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IS2 2024 - IEEE 5th International Symposium on the Internet of Sounds, Sep 2024, Erlangen, France. pp.1-10, ⟨10.1109/IS262782.2024.10704131⟩","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04814457v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-04814457","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IS2 2024 - IEEE 5th International Symposium on the Internet of Sounds, Sep 2024, Erlangen, France. pp.1-10, ⟨10.1109/IS262782.2024.10704131⟩","raw_type":"Conference papers"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.7200000286102295}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1968274390","https://openalex.org/W2279098554","https://openalex.org/W2289689155","https://openalex.org/W2343874908","https://openalex.org/W2791403216","https://openalex.org/W2883595988","https://openalex.org/W2902444285","https://openalex.org/W2963122961","https://openalex.org/W2963838685","https://openalex.org/W2970956333","https://openalex.org/W2994125460","https://openalex.org/W3011347095","https://openalex.org/W3081006173","https://openalex.org/W3121931845","https://openalex.org/W3136991969","https://openalex.org/W3206326404","https://openalex.org/W3212947338","https://openalex.org/W4285337368","https://openalex.org/W4287118909","https://openalex.org/W4289232656","https://openalex.org/W4290056101","https://openalex.org/W4293661165","https://openalex.org/W4309591680","https://openalex.org/W4309833979","https://openalex.org/W4320854159","https://openalex.org/W4321611165","https://openalex.org/W4323519173","https://openalex.org/W4367181631","https://openalex.org/W4372262734","https://openalex.org/W4377089398","https://openalex.org/W4381982753","https://openalex.org/W4383550595","https://openalex.org/W4384947541","https://openalex.org/W4386290556","https://openalex.org/W4387072950","https://openalex.org/W4387101372","https://openalex.org/W4387994937","https://openalex.org/W4388447646","https://openalex.org/W4388496691","https://openalex.org/W4388729548","https://openalex.org/W4391029390","https://openalex.org/W4391946900","https://openalex.org/W4392181972","https://openalex.org/W4392833996","https://openalex.org/W4395029352","https://openalex.org/W4396982316","https://openalex.org/W6751349269","https://openalex.org/W6850265582","https://openalex.org/W6858416877","https://openalex.org/W6862331864"],"related_works":["https://openalex.org/W2530685530","https://openalex.org/W4375868962","https://openalex.org/W2011227383","https://openalex.org/W2088854863","https://openalex.org/W4402568167","https://openalex.org/W3179495260","https://openalex.org/W1976719989","https://openalex.org/W3127543252","https://openalex.org/W2065606036","https://openalex.org/W2016904525"],"abstract_inverted_index":{"Monitoring":[0],"biodiversity":[1],"at":[2],"scale":[3],"is":[4,197],"challenging.":[5],"De-tecting":[6],"and":[7,42,55,87,102,127,141,147,178],"identifying":[8],"species":[9,46,91,173],"in":[10,57,60],"fine":[11],"grained":[12],"taxonomies":[13],"requires":[14,24,38],"highly":[15],"accurate":[16],"machine":[17],"learning":[18],"(ML)":[19],"methods.":[20],"Training":[21],"such":[22,185],"models":[23,33,67],"large":[25],"high":[26],"quality":[27],"data":[28,53,107,120],"sets.":[29],"And":[30],"deploying":[31,64],"these":[32,65],"to":[34,68,183,202],"low":[35,69],"power":[36,70],"devices":[37,71],"novel":[39,52],"compression":[40,88],"techniques":[41,89],"model":[43],"architectures.":[44],"While":[45],"classification":[47],"methods":[48,146],"have":[49],"profited":[50],"from":[51,199],"sets":[54],"advances":[56],"ML":[58],"methods,":[59],"particular":[61],"neural":[62,84],"networks,":[63],"state-of-the-art":[66],"remains":[72],"difficult.":[73],"Here":[74],"we":[75,135],"present":[76],"a":[77,106,193],"comprehensive":[78],"empirical":[79],"comparison":[80],"of":[81,98,129,144,148],"various":[82],"tinyML":[83],"network":[85],"architectures":[86],"for":[90,110],"classification.":[92],"We":[93,117],"focus":[94],"on":[95,105,154,192],"the":[96,112,119,125,155],"example":[97],"bird":[99,115,172],"song":[100],"detection,":[101],"more":[103,149],"concretely":[104],"set":[108,121],"curated":[109],"studying":[111],"corn":[113],"bunting":[114],"species.":[116],"publish":[118],"along":[122],"with":[123,174],"all":[124],"code":[126],"experiments":[128,134],"this":[130],"study.":[131],"In":[132],"our":[133,165],"comparatively":[136],"evaluate":[137],"predictive":[138],"performance,":[139],"memory":[140],"time":[142],"complexity":[143],"spectrogram-based":[145],"recent":[150],"approaches":[151],"operating":[152],"directly":[153],"raw":[156],"audio":[157],"signal.":[158],"Our":[159],"results":[160],"demonstrate":[161],"that":[162,186],"TinyChirp":[163],"-":[164,167],"approach":[166],"can":[168],"robustly":[169],"detect":[170],"individual":[171],"precisions":[175],"over":[176],"0.98":[177],"reduce":[179],"energy":[180],"consumption":[181],"compared":[182],"state-of-the-art,":[184],"an":[187,206],"autonomous":[188],"recording":[189],"unit":[190],"lifetime":[191],"single":[194],"battery":[195],"charge":[196],"extended":[198],"2":[200],"weeks":[201],"8":[203],"weeks,":[204],"almost":[205],"entire":[207],"season.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-23T09:07:50.710637","created_date":"2025-10-10T00:00:00"}