{"id":"https://openalex.org/W3208072134","doi":"https://doi.org/10.5281/zenodo.1321278","title":"To bee or not to bee: An annotated dataset for beehive sound recognition","display_name":"To bee or not to bee: An annotated dataset for beehive sound recognition","publication_year":2018,"publication_date":"2018-07-25","ids":{"openalex":"https://openalex.org/W3208072134","doi":"https://doi.org/10.5281/zenodo.1321278","mag":"3208072134"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.1321278","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.1321278","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"dataset"},"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.1321278","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008238721","display_name":"In\u00eas Nolasco","orcid":"https://orcid.org/0000-0002-7322-7148"},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Nolasco, In\u00eas","raw_affiliation_strings":["Queen Mary University of London"],"affiliations":[{"raw_affiliation_string":"Queen Mary University of London","institution_ids":["https://openalex.org/I166337079"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084672392","display_name":"Emmanouil Benetos","orcid":null},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Benetos, Emmanouil","raw_affiliation_strings":["Queen Mary University of London"],"affiliations":[{"raw_affiliation_string":"Queen Mary University of London","institution_ids":["https://openalex.org/I166337079"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5008238721"],"corresponding_institution_ids":["https://openalex.org/I166337079"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11641","display_name":"Insect and Pesticide Research","score":0.9279000163078308,"subfield":{"id":"https://openalex.org/subfields/1109","display_name":"Insect 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"}},"topics":[{"id":"https://openalex.org/T11641","display_name":"Insect and Pesticide Research","score":0.9279000163078308,"subfield":{"id":"https://openalex.org/subfields/1109","display_name":"Insect 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"}},{"id":"https://openalex.org/T14028","display_name":"Healthcare and Venom Research","score":0.921500027179718,"subfield":{"id":"https://openalex.org/subfields/2736","display_name":"Pharmacology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10838","display_name":"Animal Behavior and Welfare Studies","score":0.902999997138977,"subfield":{"id":"https://openalex.org/subfields/3404","display_name":"Small Animals"},"field":{"id":"https://openalex.org/fields/34","display_name":"Veterinary"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/beehive","display_name":"Beehive","score":0.9948133230209351},{"id":"https://openalex.org/keywords/sound","display_name":"Sound (geography)","score":0.6899626851081848},{"id":"https://openalex.org/keywords/beekeeping","display_name":"Beekeeping","score":0.5332367420196533},{"id":"https://openalex.org/keywords/honey-bee","display_name":"Honey bee","score":0.47881394624710083},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32301586866378784},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.31759265065193176},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.2924506366252899},{"id":"https://openalex.org/keywords/zoology","display_name":"Zoology","score":0.2591126561164856},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.2163774073123932},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.11130130290985107},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.0439932644367218}],"concepts":[{"id":"https://openalex.org/C2779982806","wikidata":"https://www.wikidata.org/wiki/Q165107","display_name":"Beehive","level":2,"score":0.9948133230209351},{"id":"https://openalex.org/C203718221","wikidata":"https://www.wikidata.org/wiki/Q491713","display_name":"Sound (geography)","level":2,"score":0.6899626851081848},{"id":"https://openalex.org/C21078798","wikidata":"https://www.wikidata.org/wiki/Q176353","display_name":"Beekeeping","level":2,"score":0.5332367420196533},{"id":"https://openalex.org/C2777907900","wikidata":"https://www.wikidata.org/wiki/Q102857","display_name":"Honey bee","level":2,"score":0.47881394624710083},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32301586866378784},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.31759265065193176},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.2924506366252899},{"id":"https://openalex.org/C90856448","wikidata":"https://www.wikidata.org/wiki/Q431","display_name":"Zoology","level":1,"score":0.2591126561164856},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.2163774073123932},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.11130130290985107},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0439932644367218}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5281/zenodo.1321278","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.1321278","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"dataset"}],"best_oa_location":{"id":"doi:10.5281/zenodo.1321278","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.1321278","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"dataset"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3017163745","https://openalex.org/W1501893924","https://openalex.org/W2346284945","https://openalex.org/W2041796782","https://openalex.org/W2108983843","https://openalex.org/W2515243975","https://openalex.org/W4388726973","https://openalex.org/W4380317910","https://openalex.org/W2898129294","https://openalex.org/W2888835537"],"abstract_inverted_index":{"<strong>--":[0],"Dataset":[1],"documentation":[2],"--</strong>":[3],"<br>":[4],"<strong>1-":[5],"Introduction</strong>":[6],"The":[7,29,45,68,166,275,307,394,450,466,494,603,656,690],"present":[8,220],"dataset":[9,70,262,397,433,445,725],"was":[10,71,535],"developed":[11,72],"in":[12,18,39,81,229,470,547,582,648,695,763,806,809],"the":[13,23,34,48,52,58,82,88,96,121,128,141,147,149,154,156,169,183,188,195,198,202,206,214,217,225,231,242,251,254,272,298,331,335,338,351,379,383,392,427,431,438,443,472,477,480,503,516,521,524,530,559,572,583,598,601,618,635,644,665,670],"context":[14,83],"of":[15,26,36,47,60,78,84,112,120,125,143,146,153,197,205,211,258,282,293,300,382,399,402,412,416,426,482,496,520,555,563,600,660,701,769,800],"our":[16],"work":[17],"[1]":[19,743],"that":[20,123,134,139,295,485,540,677],"focus":[21,162],"on":[22,74,378,502,765],"automatic":[24],"recognition":[25,142,495],"beehive":[27,108,492,589,760],"sounds.":[28],"problem":[30],"is":[31,104,159,278,322,419,499,511,626,698,726],"posed":[32],"as":[33,373,421,490],"classification":[35],"sound":[37,155,189,384,484,548,565,612,761],"segments":[38,370],"two":[40,85,318,538],"classes:":[41],"Bee":[42,374,577,585],"and":[43,51,95,114,118,138,151,208,246,270,303,315,324,347,360,434,446,461,475,479,561,578,638,688,746,767,772,794],"noBee.":[44],"novelty":[46],"explored":[49],"approach":[50],"need":[53],"for":[54,163,250,408,597],"annotated":[55,69,363,396,420],"data,":[56],"dictated":[57],"construction":[59],"such":[61,702],"dataset.":[62],"<strong>2-":[63,463],"Description</strong>":[64],"<strong>2.1-":[65],"Audio":[66,810],"recordings:</strong>":[67],"based":[73,500],"a":[75,107,160,175,263,279,290,343,409,491,508,649,729,807],"selected":[76,308,367,473],"set":[77],"recordings":[79,167,215,309,336,401,428,441,474],"acquired":[80,173],"different":[86,132,144,227,235,239,248,448],"projects:":[87],"Open":[89],"Source":[90,779],"Beehive":[91],"(OSBH)":[92],"project":[93,98,171,219,277,333,340],"[2]":[94,777],"NU-Hive":[97,276,339,432],"[3].":[99],"Both":[100],"projects":[101],"main":[102,456],"goal":[103],"to":[105,127,186,224,267,330,391,558,570,607,617,668,753,759],"develop":[106],"monitoring":[109],"system":[110],"capable":[111],"identifying":[113],"predict":[115],"certain":[116],"events":[117],"states":[119,145],"hive":[122,199],"are":[124,310,341,355,371,429,440,453,526,541,568,646,693],"interest":[126],"beekeeper.":[129],"Among":[130],"many":[131],"variables":[133,294],"can":[135,613],"be":[136,488,595,614],"measured":[137],"help":[140,268],"hive,":[148],"analysis":[150],"use":[152],"bees":[157,301,388,805],"produce":[158],"big":[161],"both":[164],"projects.":[165],"from":[168,182,190,216,312,337,342,387,430,442,454],"OSBH":[170,218,332,444],"were":[172,233,244],"through":[174],"citizen":[176],"science":[177],"initiative":[178],"which":[179,230,405,417,534,669],"asked":[180],"people":[181],"general":[184],"public":[185],"record":[187],"their":[191],"beehives":[192],"together":[193],"with":[194,628,681],"registering":[196],"state":[200],"at":[201],"moment.":[203],"Because":[204],"amateur":[207],"collaborative":[209],"nature":[210],"this":[212,261,738],"project,":[213],"great":[221],"diversity":[222],"due":[223],"very":[226,264],"conditions":[228],"signals":[232],"acquired:":[234],"recording":[236,574],"devices":[237],"used,":[238],"environments":[240],"where":[241,609],"hives":[243,314,452],"placed,":[245],"even":[247],"position":[249],"microphones":[252],"inside":[253],"hive.":[255,393],"This":[256,724],"variety":[257],"settings":[259],"makes":[260],"interesting":[265],"tool":[266],"evaluate":[269],"challenge":[271],"methods":[273],"developed.":[274],"comprehensive":[280],"effort":[281],"data":[283],"acquisition,":[284],"concerning":[285],"not":[286,327,487,752],"only":[287,587],"sound,":[288],"but":[289,507],"vast":[291],"amount":[292],"will":[296],"allow":[297],"study":[299,799],"behaviors":[302],"other":[304],"unknown":[305],"aspects.":[306],"taken":[311],"2":[313,436],"labeled":[316,372,575],"regarding":[317],"states:":[319],"queen":[320,325],"bee":[321,326,619,709,715,721,750],"present,":[323],"present.":[328],"Contrary":[329],"recordings,":[334],"much":[344],"more":[345],"controlled":[346],"homogeneous":[348],"environment.":[349],"Here":[350],"occurring":[352],"external":[353,390,497,564,592,611],"sounds":[354,498,801],"mainly":[356],"traffic,":[357],"car":[358],"honks":[359],"birds.":[361],"<strong>The":[362],"dataset:</strong>":[364],"For":[365,641],"each":[366],"recording,":[368],"time":[369,683,686,691],"or":[375,389,751],"noBee":[376,422,579,604],"depending":[377],"perceived":[380,504,596,615],"source":[381],"signal":[385],"being":[386],"whole":[395,573],"consists":[398,469],"78":[400],"varying":[403],"lengths":[404],"make":[406],"up":[407],"total":[410],"duration":[411],"approximately":[413],"12":[414],"hours":[415],"25%":[418],"events.":[423],"About":[424],"60%":[425],"represent":[435],"hives,":[437],"remaining":[439],"6":[447],"hives.":[449],"recorded":[451],"3":[455],"locations:":[457],"North":[458],"America,":[459],"Australia":[460],"Europe.":[462],"Annotation":[464],"procedure\u00b6</strong>":[465],"annotation":[467,549,631,704],"procedure":[468],"hearing":[471],"marking":[476,552],"beginning":[478,560],"end":[481,562,685],"every":[483],"could":[486],"recognized":[489],"sound.":[493],"primarily":[501],"heard":[505],"sounds,":[506,590],"visual":[509],"aid":[510],"also":[512],"used":[513,536],"by":[514,529,537,634,803],"visualizing":[515],"log-mel":[517],"frequency":[518],"spectrum":[519],"signal.":[522],"All":[523],"above":[525],"functionalities":[527],"offered":[528],"Sonic":[531],"Visualiser":[532],"software,":[533],"volunteers":[539],"neither":[542],"bee-specialists":[543],"nor":[544],"specially":[545],"trained":[546],"tasks.":[550],"By":[551],"these":[553],"pairs":[554],"moments":[556],"corresponding":[557,630],"periods,":[566],"we":[567],"able":[569],"get":[571],"into":[576],"intervals.":[580],"Thus":[581],"resulting":[584],"intervals":[586,605],"pure":[588],"(no":[591],"sounds)":[593],"should":[594],"entirety":[599],"segment.":[602],"refer":[606,672],"periods":[608],"an":[610,679,699,703],"(superimposed":[616],"sounds).":[620],"<strong>File":[621],"Structure:</strong>":[622],"Each":[623,674],"audio":[624,666],"file":[625,653,667],"coupled":[627],"its":[629],"file,":[632],"identified":[633],"same":[636],"name":[637],"extension":[639],"<em>.lab</em>.<br>":[640],"convenience,":[642],"all":[643],"annotations":[645,671],"collected":[647],"single":[650],"master":[651],"label":[652],"named":[654],"<em>beeAnnotations.mlf</em>":[655],"<em>.lab</em>":[657],"files":[658],"consist":[659],":":[661],"First":[662],"row":[663],"identifies":[664],"to.":[673],"line":[675],"after":[676],"describes":[678],"interval":[680],"starting":[682],"point,":[684],"point":[687],"label.":[689],"points":[692],"expressed":[694],"seconds.":[696],"Below":[697],"example":[700],"file:":[705],"<pre><code>Hive3_20_07_2017_QueenBee_H3_audio_15_30_00":[706],"0":[707],"78.45":[708],"78.46":[710],"78.95":[711],"nobee":[712,718],"78.96":[713],"103.92":[714],"103.93":[716],"112.48":[717],"112.49":[719],"152.48":[720],".":[722],"</code></pre>":[723],"licensed":[727],"under":[728],"Creative":[730],"Commons":[731],"Attribution":[732],"4.0":[733],"International":[734],"License.<br>":[735],"When":[736],"using":[737],"dataset,":[739],"please":[740],"cite":[741],"[1]:":[742],"I.":[744],"Nolasco":[745],"E.":[747],"Benetos,":[748],"\u201cTo":[749],"bee:":[754],"Investigating":[755],"machine":[756],"learning":[757],"approaches":[758],"recognition,\u201d":[762],"Workshop":[764],"Detection":[766],"Classification":[768],"Acoustic":[770],"Scenes":[771],"Events":[773],"(DCASE),":[774],"2018,":[775],"submitted.":[776],"\u201cOpen":[778],"Beehives":[780],"Project,\u201d":[781],"https://www.osbeehives.com/.":[782],"[3]":[783],"S.":[784,788,792],"Cecchi,":[785],"A.":[786],"Terenzi,":[787],"Orcioni,":[789],"P.":[790],"Riolo,":[791],"Ruschioni,":[793],"N.":[795],"Isidoro,":[796],"\u201cA":[797],"preliminary":[798],"emitted":[802],"honey":[804],"beehive,\u201d":[808],"Engineering":[811],"Society":[812],"Convention":[813],"144,":[814],"2018.":[815]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}