{"id":"https://openalex.org/W4393739456","doi":"https://doi.org/10.5281/zenodo.3612637","title":"FSDKaggle2019","display_name":"FSDKaggle2019","publication_year":2020,"publication_date":"2020-01-20","ids":{"openalex":"https://openalex.org/W4393739456","doi":"https://doi.org/10.5281/zenodo.3612637"},"language":"en","primary_location":{"id":"pmh:oai:zenodo.org:3612637","is_oa":true,"landing_page_url":"https://zenodo.org/record/3612637","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"dataset"},"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://zenodo.org/record/3612637","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025025113","display_name":"Eduardo Fonseca","orcid":"https://orcid.org/0000-0001-9872-3917"},"institutions":[{"id":"https://openalex.org/I170486558","display_name":"Universitat Pompeu Fabra","ror":"https://ror.org/04n0g0b29","country_code":"ES","type":"education","lineage":["https://openalex.org/I170486558"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Fonseca, Eduardo","raw_affiliation_strings":["Music Technology Group, Universitat Pompeu Fabra, Barcelona"],"raw_orcid":"https://orcid.org/0000-0001-9872-3917","affiliations":[{"raw_affiliation_string":"Music Technology Group, Universitat Pompeu Fabra, Barcelona","institution_ids":["https://openalex.org/I170486558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059222327","display_name":"Manoj Plakal","orcid":"https://orcid.org/0000-0001-6759-3873"},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Plakal, Manoj","raw_affiliation_strings":["Google, Inc., New York, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google, Inc., New York, NY, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072565954","display_name":"Frederic Font","orcid":"https://orcid.org/0000-0002-4360-3210"},"institutions":[{"id":"https://openalex.org/I170486558","display_name":"Universitat Pompeu Fabra","ror":"https://ror.org/04n0g0b29","country_code":"ES","type":"education","lineage":["https://openalex.org/I170486558"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Font, Frederic","raw_affiliation_strings":["Music Technology Group, Universitat Pompeu Fabra, Barcelona"],"raw_orcid":"https://orcid.org/0000-0002-4360-3210","affiliations":[{"raw_affiliation_string":"Music Technology Group, Universitat Pompeu Fabra, Barcelona","institution_ids":["https://openalex.org/I170486558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055458377","display_name":"Daniel P. W. Ellis","orcid":"https://orcid.org/0000-0002-5076-4311"},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ellis, Daniel P. W.","raw_affiliation_strings":["Google, Inc., New York, NY, USA"],"raw_orcid":"https://orcid.org/0000-0002-5076-4311","affiliations":[{"raw_affiliation_string":"Google, Inc., New York, NY, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006479715","display_name":"Xavier Serra","orcid":"https://orcid.org/0000-0003-1395-2345"},"institutions":[{"id":"https://openalex.org/I170486558","display_name":"Universitat Pompeu Fabra","ror":"https://ror.org/04n0g0b29","country_code":"ES","type":"education","lineage":["https://openalex.org/I170486558"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Serra, Xavier","raw_affiliation_strings":["Music Technology Group, Universitat Pompeu Fabra, Barcelona"],"raw_orcid":"https://orcid.org/0000-0003-1395-2345","affiliations":[{"raw_affiliation_string":"Music Technology Group, Universitat Pompeu Fabra, Barcelona","institution_ids":["https://openalex.org/I170486558"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"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/T11309","display_name":"Music and Audio Processing","score":0.9312000274658203,"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":0.9312000274658203,"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/T13996","display_name":"Diverse Musicological Studies","score":0.004000000189989805,"subfield":{"id":"https://openalex.org/subfields/1210","display_name":"Music"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.0017999999690800905,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/geography","display_name":"Geography","score":0.34741127490997314},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.3210141658782959}],"concepts":[{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.34741127490997314},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.3210141658782959}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:zenodo.org:3612637","is_oa":true,"landing_page_url":"https://zenodo.org/record/3612637","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"dataset"},{"id":"doi:10.5281/zenodo.3612637","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.3612637","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Dataset"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:3612637","is_oa":true,"landing_page_url":"https://zenodo.org/record/3612637","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"dataset"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G972256834","display_name":"Audio Commons: An Ecosystem for Creative Reuse of Audio Content","funder_award_id":"688382","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2324615561","https://openalex.org/W2086120259","https://openalex.org/W2245170124","https://openalex.org/W2076393078","https://openalex.org/W3186982001","https://openalex.org/W1984402782","https://openalex.org/W2137941439","https://openalex.org/W2004200960","https://openalex.org/W1999891779"],"abstract_inverted_index":{"FSDKaggle2019":[0,17,45,203,300,634,697,1152,1307,1425,1442],"is":[1,186,348,441,455,629,709,832,895,966,978,1020,1247,1298,1446],"an":[2,187,1258,1456],"audio":[3,7,188,192,302,346,423,433,499,520,577,681,693,775,813,839,872,1154,1175,1233,1292,1334,1362,1372],"dataset":[4,46,189,312,343,471,848],"containing":[5,190],"29,266":[6,191],"files":[8,193,1324,1398],"annotated":[9,194],"with":[10,71,195,293,323,728,879,1110,1118,1240],"80":[11,196,354,1028],"labels":[12,73,197,355,483,506,541,655,660,666,1031],"of":[13,49,78,132,138,198,211,216,262,285,329,332,353,395,401,415,444,446,451,469,493,548,581,590,619,622,638,699,739,745,759,764,773,786,793,811,836,851,856,861,870,930,985,991,999,1004,1027,1038,1065,1174,1205,1212,1216,1225,1243,1266,1322,1355,1378,1418,1449],"the":[14,22,44,79,100,130,139,199,208,212,226,240,257,283,305,316,324,337,416,447,470,487,491,498,536,553,558,576,582,608,620,646,674,712,718,774,784,787,791,820,846,871,880,909,917,920,931,936,944,956,961,964,970,1016,1024,1043,1050,1066,1069,1074,1083,1090,1094,1106,1112,1121,1129,1172,1241,1250,1261,1267,1295,1333,1371,1397,1416,1419,1429,1447],"AudioSet":[15,200,325,358],"Ontology.":[16],"has":[18,204,524,1364,1455],"been":[19,205,525],"used":[20,206,979,1423],"for":[21,129,143,184,207,232,431,464,642,676,715,925,928,980,1082,1135],"DCASE":[23,54,80,461],"Challenge":[24,222,228,1071],"2019":[25,55,81,181,462],"Task":[26,209,229,236,1072],"2,":[27,1073],"which":[28,95,1246],"was":[29,237,252,418,475,1077,1097],"run":[30],"as":[31,243,685,1368,1443],"a":[32,244,311,330,351,393,421,436,442,465,494,531,587,750,809,833,1054,1125,1186,1203,1213,1222,1289,1300,1330,1444,1450],"Kaggle":[33,180,241],"competition":[34,245,277],"titled":[35,246],"Freesound":[36,178,247,308,320,537,559,794,1236],"Audio":[37,134,248,509],"Tagging":[38,249],"2019.":[39,223,250],"<strong>Citation</strong>":[40],"If":[41],"you":[42,170,1103],"use":[43],"or":[47,507,1133],"part":[48],"it,":[50],"please":[51],"cite":[52],"our":[53,91,460],"paper:":[56],"Eduardo":[57,106,153,167],"Fonseca,":[58,107,154],"Manoj":[59,155],"Plakal,":[60,156],"Frederic":[61,112],"Font,":[62,113],"Daniel":[63],"P.":[64],"W.":[65],"Ellis,":[66],"Xavier":[67,110,123,157],"Serra.":[68],"\"Audio":[69],"tagging":[70,424],"noisy":[72,659,837,937,951,1168,1284],"and":[74,122,214,219,267,296,365,392,472,489,557,579,604,612,664,703,790,889,905,913,940,983,995,1047,1085,1088,1163,1166,1177,1182,1195,1318,1343,1360,1386,1400,1409,1437,1453],"minimal":[75,297],"supervision\".":[76],"<em>Proceedings":[77,137],"Workshop</em>,":[82],"NYC,":[83],"US":[84],"(2019)":[85],"You":[86,162],"can":[87,403,427,502,561,593,599,626,669,806,900,1190,1256,1404,1434],"also":[88],"consider":[89],"citing":[90],"<strong>ISMIR":[92],"2017":[93,150],"paper</strong>,":[94],"describes":[96],"how":[97,473],"we":[98,1220,1328],"gathered":[99],"manual":[101],"annotations":[102],"included":[103],"in":[104,406,435,497,564,602,631,645,673,749,903,1015,1142,1229,1235,1252,1260,1306,1348,1375,1396,1424,1428],"FSDKaggle2019.":[105,452],"Jordi":[108,159],"Pons,":[109],"Favory,":[111,158],"Dmitry":[114],"Bogdanov,":[115],"Andres":[116],"Ferraro,":[117],"Sergio":[118],"Oramas,":[119],"Alastair":[120],"Porter,":[121],"Serra,":[124],"\"Freesound":[125],"Datasets:":[126],"A":[127],"Platform":[128],"Creation":[131],"Open":[133],"Datasets\",":[135],"In":[136,1231,1440],"18th":[140],"International":[141],"Society":[142],"Music":[144,258],"Information":[145],"Retrieval":[146],"Conference</em>,":[147],"Suzhou,":[148],"China,":[149],"<strong>Data":[151],"curators</strong>":[152],"Pons":[160],"<strong>Contact</strong>":[161],"are":[163,484,683,755,800,886,1045,1179,1237,1277,1308,1350,1394,1426],"welcome":[164],"to":[165,279,291,419,458,517,575,710,726,780,783,877,1093,1127,1319,1325,1336,1382],"contact":[166],"Fonseca":[168],"should":[169],"have":[171,511,542,1032,1257],"any":[172],"questions":[173],"at":[174,272,315,486,955,960],"eduardo.fonseca@upf.edu.":[175],"<strong>ABOUT":[176],"FSDKaggle2019</strong>":[177],"Dataset":[179,309],"(or":[182],"<em><strong>FSDKaggle2019</strong></em>":[183],"short)":[185],"Ontology":[201,326,359],"[1].":[202],"2":[210,230],"<em>Detection":[213],"Classification":[215],"Acoustic":[217],"Scenes":[218],"Events</em>":[220],"(DCASE)":[221],"Please":[224],"visit":[225],"DCASE2019":[227,1070],"website":[231],"more":[233,466,967,1140],"information.":[234],"This":[235,948,1254,1281],"hosted":[238],"on":[239,319,607,908],"platform":[242],"It":[251,805],"organized":[253,322],"by":[254,528,1370],"researchers":[255],"from":[256,268,304,336,356,515,522,742,778,841,845,875,935,943,988,1156,1202,1271,1279,1288,1332,1421],"Technology":[259],"Group":[260],"(MTG)":[261],"Universitat":[263],"Pompeu":[264],"Fabra":[265],"(UPF),":[266],"Sound":[269],"Understanding":[270],"team":[271],"Google":[273],"AI":[274],"Perception.":[275],"The":[276,327,345,398,413,480,519,566,596,707,734,771,828,868,897,975,1011,1392],"intended":[278],"provide":[280],"insight":[281],"towards":[282],"development":[284],"broadly-applicable":[286],"sound":[287,495,788],"event":[288],"classifiers":[289],"able":[290],"cope":[292],"label":[294,591,597,623,639,729,898],"noise":[295,592,598,624,899],"supervision":[298,713],"conditions.":[299],"employs":[301],"clips":[303,510,682,776,814,873,934,942,1019,1056,1155,1234,1305,1335,1347],"following":[306,530],"sources:":[307,1158],"(FSD):":[310],"being":[313],"collected":[314],"MTG-UPF":[317],"based":[318],"content":[321,521,578,1063],"soundtracks":[328,568,1420],"pool":[331],"Flickr":[333,339,584,842],"videos":[334,843],"taken":[335,844],"Yahoo":[338],"Creative":[340,1311,1356],"Commons":[341,1312,1357],"100M":[342],"(YFCC)":[344],"data":[347,532,554,741,840,922,987,1091,1218,1269,1276,1286],"labeled":[349,527,570,1021],"using":[350,535,571,1023],"vocabulary":[352,1026],"Google\u2019s":[357],"[1],":[360],"covering":[361],"diverse":[362,1184],"topics:":[363],"Guitar":[364],"other":[366],"Musical":[367],"Instruments,":[368],"Percussion,":[369],"Water,":[370],"Digestive,":[371],"Respiratory":[372],"sounds,":[373],"Human":[374,376,379],"voice,":[375],"locomotion,":[377],"Hands,":[378],"group":[380],"actions,":[381],"Insect,":[382],"Domestic":[383,396],"animals,":[384],"Glass,":[385],"Liquid,":[386],"Motor":[387],"vehicle":[388],"(road),":[389],"Mechanisms,":[390],"Doors,":[391],"variety":[394,1204],"sounds.":[397,798],"full":[399,1107],"list":[400],"categories":[402,789],"be":[404,503,562,594,627,670,1191,1405,1435],"inspected":[405],"<code>vocabulary.csv</code>":[407],"(see":[408,1139],"Files":[409,1143],"&amp;":[410,1144],"Download":[411,1145],"below).":[412,1146],"goal":[414],"task":[417],"build":[420],"multi-label":[422],"system":[425,981],"that":[426,625,808,1264],"predict":[428],"appropriate":[429],"label(s)":[430,1044],"each":[432,643,677,1136,1361],"clip":[434,957,1138,1363,1373],"test":[437,705,1017,1075,1108,1113,1137,1164,1275,1296,1344],"set.":[438,678,947,1170],"What":[439],"follows":[440],"summary":[443],"some":[445,618,1377,1387],"most":[448,929,1265],"relevant":[449],"characteristics":[450],"Nevertheless,":[453],"it":[454,474,1454],"highly":[456],"<strong>recommended</strong>":[457],"read":[459],"paper":[463],"in-depth":[467],"description":[468],"built.":[476],"<strong>Ground":[477],"Truth":[478],"Labels</strong>":[479],"ground":[481,822],"truth":[482,823],"provided":[485,684,714,821],"clip-level,":[488],"express":[490],"presence":[492],"category":[496],"clip,":[500],"hence":[501,720],"considered":[504],"<em>weak</em>":[505],"tags.":[508],"variable":[512],"lengths":[513],"(roughly":[514],"0.3":[516,779],"30s).":[518],"FSD":[523,1194],"manually":[526],"humans":[529],"labeling":[533,555],"process":[534,556,1452],"Annotator":[538,560],"platform.":[539],"Most":[540,1030],"inter-annotator":[543,1033],"agreement":[544,1034],"but":[545,802,1035],"not":[546,1036,1248],"all":[547,1037,1111,1274],"them.":[549,1039],"More":[550,615],"details":[551,668],"about":[552,617],"found":[563,671],"[2].":[565],"YFCC":[567,847],"were":[569],"automated":[572],"heuristics":[573],"applied":[574],"metadata":[580],"original":[583,1384],"clips.":[585,972],"Hence,":[586],"substantial":[588],"amount":[589,603,904],"expected.":[595],"vary":[600,901],"widely":[601,902],"type":[605,906],"depending":[606,907],"category,":[609,910],"including":[610,911],"in-":[611,912],"out-of-vocabulary":[613,914],"noises.":[614,915],"information":[616],"types":[621,637],"encountered":[628],"available":[630,924],"[3].":[632],"Specifically,":[633],"features":[635],"<strong>three":[636],"quality</strong>,":[640],"one":[641],"set":[644,835,939,1018,1076,1109,1162,1342],"dataset:":[647],"<strong>curated":[648,735],"train":[649,657,701,732,736,826,830,938,946,1161,1169,1268,1341,1413],"set</strong>:":[650,658,662],"correct":[651,663,801,1046],"(but":[652],"potentially":[653,803],"incomplete)":[654],"<strong>noisy":[656,829],"<strong>test":[661,976],"complete":[665,1048],"Further":[667],"below":[672],"sections":[675],"<strong>Format</strong>":[679],"All":[680,1304,1346],"uncompressed":[686],"PCM":[687],"16":[688],"bit,":[689],"44.1":[690],"kHz,":[691],"mono":[692],"files.":[694],"<strong>DATA":[695],"SPLIT</strong>":[696],"consists":[698,738,984],"<strong>two":[700],"sets</strong>":[702],"<strong>one":[704],"set</strong>.":[706,1345,1414],"idea":[708],"limit":[711],"training":[716,926,1285],"(i.e.,":[717,1283],"manually-labeled,":[719],"reliable,":[721],"data),":[722],"thus":[723],"promoting":[724],"approaches":[725],"deal":[727],"noise.":[730],"<strong>Curated":[731,1340],"set</strong>":[733,737,827,831,974,977],"manually-labeled":[740,986],"FSD.":[743,989,1230,1280],"Number":[744,850,990],"clips/class:":[746,852,992],"75":[747,941],"except":[748],"few":[751,810,1055],"cases":[752],"(where":[753],"there":[754],"less)":[756],"Total":[757,767,854,864,997,1007],"number":[758,763,855,860,998,1003],"clips:":[760,857,1000],"4970":[761],"Avg":[762,859,1002],"labels/clip:":[765,862,1005],"1.2":[766,863],"duration:":[768,865,1008],"10.5":[769],"hours":[770,867,1010],"duration":[772,869,962],"ranges":[777,874],"30s":[781],"due":[782],"diversity":[785],"preferences":[792],"users":[795],"when":[796],"recording/uploading":[797],"Labels":[799,885],"incomplete.":[804],"happen":[807],"these":[812,1323],"present":[815,1014,1059],"additional":[816,1060,1457],"acoustic":[817,1012,1062,1188,1210],"material":[818,1013],"beyond":[819],"label(s).":[824],"<strong>Noisy":[825,1412],"larger":[834],"web":[838,1291],"[5].":[849],"300":[853,933],"19,815":[858],"~80":[866],"1s":[876],"15s,":[878],"vast":[881],"majority":[882],"lasting":[883],"15s.":[884],"automatically":[887],"generated":[888],"purposefully":[890],"noisy.":[891],"No":[892],"human":[893,1041],"validation":[894],"involved.":[896],"Considering":[916],"numbers":[918],"above,":[919],"per-class":[921],"distribution":[923],"is,":[927],"classes,":[932],"curated":[945,954,1160],"means":[949],"80%":[950],"/":[952],"20%":[953],"level,":[958],"while":[959,1273],"level":[963],"proportion":[965],"extreme":[968],"considering":[969,1049,1263],"variable-length":[971],"<strong>Test":[973],"evaluation":[982],"between":[993,1193],"50":[994],"150":[996],"4481":[1001],"1.4":[1006],"12.9":[1009],"exhaustively":[1022],"aforementioned":[1025],"classes.":[1029],"Except":[1040],"error,":[1042],"target":[1051],"vocabulary;":[1052],"nonetheless,":[1053],"could":[1057],"still":[1058],"(unlabeled)":[1061],"out":[1064],"vocabulary.":[1067],"During":[1068],"split":[1078],"into":[1079],"two":[1080,1157],"subsets,":[1081],"<strong>public</strong>":[1084],"<strong>private</strong>":[1086],"leaderboards,":[1087],"only":[1089],"corresponding":[1092,1130,1338],"<em>public</em>":[1095],"leaderboard":[1096,1131],"provided.":[1098],"<strong>In":[1099],"this":[1100,1199],"current":[1101],"package":[1102],"will":[1104],"find":[1105,1221],"labels</strong>.":[1114],"To":[1115],"allow":[1116],"comparison":[1117],"previous":[1119],"work,":[1120],"file":[1122,1430],"<code>test_post_competition.csv</code>":[1123],"includes":[1124],"flag":[1126],"determine":[1128],"(public":[1132],"private)":[1134],"info":[1141],"<strong>Acoustic":[1147],"mismatch</strong>":[1148],"As":[1149],"mentioned":[1150],"before,":[1151],"uses":[1153],"FSD:":[1159],"set,":[1165],"YFCC:":[1167],"While":[1171],"sources":[1173],"(Freesound":[1176],"Flickr)":[1178],"collaboratively":[1180],"contributed":[1181],"pretty":[1183],"themselves,":[1185],"certain":[1187],"mismatch":[1189,1200,1255],"expected":[1192],"YFCC.":[1196,1253],"We":[1197],"conjecture":[1198],"comes":[1201],"reasons.<br>":[1206],"For":[1207,1315],"example,":[1208],"through":[1209],"inspection":[1211],"small":[1214],"sample":[1215],"both":[1217],"sources,":[1219],"higher":[1223],"percentage":[1224],"high":[1226],"quality":[1227],"recordings":[1228],"addition,":[1232,1441],"typically":[1238],"recorded":[1239],"purpose":[1242],"capturing":[1244],"audio,":[1245],"necessarily":[1249],"case":[1251],"impact":[1259],"evaluation,":[1262],"come":[1270],"YFCC,":[1272],"drawn":[1278],"constraint":[1282],"coming":[1287],"different":[1290,1353],"source":[1293],"than":[1294],"set)":[1297],"sometimes":[1299],"real-world":[1301],"condition.":[1302],"<strong>LICENSE</strong>":[1303],"released":[1309,1351],"under":[1310,1352],"(CC)":[1313,1358],"licenses.":[1314,1339],"attribution":[1316,1321,1381],"purposes":[1317],"facilitate":[1320],"third":[1326],"parties,":[1327],"include":[1329],"mapping":[1331],"their":[1337,1383],"<strong>Freesound</strong>":[1349],"modalities":[1354],"licenses,":[1359],"its":[1365],"own":[1366],"license":[1367],"defined":[1369],"uploader":[1374],"Freesound,":[1376],"them":[1379],"requiring":[1380],"authors":[1385],"forbidding":[1388],"further":[1389],"commercial":[1390],"reuse.":[1391],"licenses":[1393,1403,1417,1433],"specified":[1395,1427],"<code>train_curated_post_competition.csv</code>":[1399],"<code>test_post_competition.csv</code>.":[1401],"These":[1402,1432],"CC0,":[1406],"CC-BY,":[1407],"CC-BY-NC":[1408],"CC":[1410,1438],"Sampling+.":[1411],"Similarly,":[1415],"<strong>Flickr</strong>":[1422],"<code>train_noisy_post_competition.csv</code>.":[1431],"CC-BY":[1436],"BY-SA.":[1439],"whole":[1445],"result":[1448],"curation":[1451],"license.":[1458]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2024-04-03T00:00:00"}