{"id":"https://openalex.org/W4400032962","doi":"https://doi.org/10.1109/tmc.2024.3419556","title":"PreGesNet: Few-Shot Acoustic Gesture Recognition Based on Task-Adaptive Pretrained Networks","display_name":"PreGesNet: Few-Shot Acoustic Gesture Recognition Based on Task-Adaptive Pretrained Networks","publication_year":2024,"publication_date":"2024-06-26","ids":{"openalex":"https://openalex.org/W4400032962","doi":"https://doi.org/10.1109/tmc.2024.3419556"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2024.3419556","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3419556","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Mobile Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025486492","display_name":"Yongpan Zou","orcid":"https://orcid.org/0000-0002-4314-6259"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yongpan Zou","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091735044","display_name":"Yunshu Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I98301712","display_name":"Baidu (China)","ror":"https://ror.org/03vs3wt56","country_code":"CN","type":"company","lineage":["https://openalex.org/I98301712"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunshu Wang","raw_affiliation_strings":["Baidu Research, Baidu Inc., Beijing, China","College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"Baidu Research, Baidu Inc., Beijing, China","institution_ids":["https://openalex.org/I98301712"]},{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024828635","display_name":"Haozhi Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haozhi Dong","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051741610","display_name":"Yaqing Wang","orcid":"https://orcid.org/0000-0003-1457-1114"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I98301712","display_name":"Baidu (China)","ror":"https://ror.org/03vs3wt56","country_code":"CN","type":"company","lineage":["https://openalex.org/I98301712"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaqing Wang","raw_affiliation_strings":["Baidu Research, Baidu Inc., Beijing, China","College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"Baidu Research, Baidu Inc., Beijing, China","institution_ids":["https://openalex.org/I98301712"]},{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112487558","display_name":"Yanbo He","orcid":null},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanbo He","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001188748","display_name":"Kaishun Wu","orcid":"https://orcid.org/0000-0003-2216-0737"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Kaishun Wu","raw_affiliation_strings":["Information Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"Information Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I200769079","https://openalex.org/I889458895"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5025486492"],"corresponding_institution_ids":["https://openalex.org/I180726961"],"apc_list":null,"apc_paid":null,"fwci":0.7577,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.70287917,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"23","issue":"12","first_page":"12811","last_page":"12829"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10860","display_name":"Speech 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/T11309","display_name":"Music and Audio Processing","score":0.9793999791145325,"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/computer-science","display_name":"Computer science","score":0.8292365074157715},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.6560286283493042},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6089068055152893},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.5923916697502136},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5793546438217163},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.4945783317089081},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39295271039009094},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32298043370246887}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8292365074157715},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.6560286283493042},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6089068055152893},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.5923916697502136},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5793546438217163},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.4945783317089081},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39295271039009094},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32298043370246887},{"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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tmc.2024.3419556","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3419556","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Mobile Computing","raw_type":"journal-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-141285","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-141285","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W2153200718","https://openalex.org/W2194775991","https://openalex.org/W2394945029","https://openalex.org/W2508345357","https://openalex.org/W2525798395","https://openalex.org/W2525860450","https://openalex.org/W2625581252","https://openalex.org/W2625969058","https://openalex.org/W2760103357","https://openalex.org/W2761378666","https://openalex.org/W2789860971","https://openalex.org/W2796208452","https://openalex.org/W2820122854","https://openalex.org/W2890300891","https://openalex.org/W2896542121","https://openalex.org/W2897106987","https://openalex.org/W2897132279","https://openalex.org/W2898050070","https://openalex.org/W2917310405","https://openalex.org/W2935290040","https://openalex.org/W2950821050","https://openalex.org/W2963125010","https://openalex.org/W2972759272","https://openalex.org/W2983307807","https://openalex.org/W3006378440","https://openalex.org/W3009116081","https://openalex.org/W3034587791","https://openalex.org/W3034942609","https://openalex.org/W3046258263","https://openalex.org/W3047212447","https://openalex.org/W3080108946","https://openalex.org/W3083249871","https://openalex.org/W3093489396","https://openalex.org/W3094638159","https://openalex.org/W3103709883","https://openalex.org/W3109228974","https://openalex.org/W3118174484","https://openalex.org/W3190752170","https://openalex.org/W3198130403","https://openalex.org/W3214233127","https://openalex.org/W4243354616","https://openalex.org/W4366249685","https://openalex.org/W6637373629","https://openalex.org/W6736057607","https://openalex.org/W6764592398","https://openalex.org/W6768532476"],"related_works":["https://openalex.org/W2902873204","https://openalex.org/W2185750513","https://openalex.org/W2010878661","https://openalex.org/W3147379364","https://openalex.org/W2026258298","https://openalex.org/W3204639664","https://openalex.org/W2970836791","https://openalex.org/W2805039731","https://openalex.org/W2989699735","https://openalex.org/W4322710567"],"abstract_inverted_index":{"Acoustic-based":[0],"human":[1],"gesture":[2,108,137],"recognition":[3,109,188,219],"(HGR)":[4],"applications":[5],"have":[6],"drawn":[7],"increasing":[8],"academic":[9],"attention":[10],"in":[11,53,82,119],"order":[12],"to":[13,46,76,95,145,151,157,175,206],"overcome":[14],"the":[15,39,48,79,148,153,176,179,217],"shortcomings":[16,86],"of":[17,87,131,190,193,199,221],"conventional":[18],"interaction":[19],"methods":[20],"on":[21,112],"tiny":[22],"devices.":[23],"Existing":[24],"techniques":[25],"following":[26],"a":[27,105],"learning-based":[28],"routine":[29],"requires":[30],"collecting":[31],"massive":[32],"application-specific":[33],"training":[34,91],"data.":[35],"What":[36],"is":[37,181,223],"worse,":[38],"cross-domain":[40,80],"problem":[41,81],"induces":[42],"additional":[43],"retraining":[44],"overhead":[45],"enable":[47],"systems":[49],"recognize":[50,96],"unseen":[51,97],"gestures":[52,195,202],"different":[54,72],"environments.":[55],"This":[56],"obviously":[57],"decreases":[58],"their":[59],"scalability":[60],"and":[61,134,166,196,208],"prevent":[62],"them":[63],"from":[64],"real-world":[65],"deployment.":[66],"Although":[67],"some":[68],"recent":[69],"works":[70],"propose":[71,103],"few-shot":[73,106],"learning":[74],"solutions":[75],"deal":[77],"with":[78,183,210],"HGR,":[83],"they":[84],"possess":[85],"being":[88],"application-specific,":[89],"high":[90],"overhead,":[92],"and/or":[93],"incapability":[94],"gestures.":[98],"In":[99,215],"this":[100],"paper,":[101],"we":[102],"PreGesNet,":[104],"acoustic":[107],"framework":[110],"based":[111],"task-adaptive":[113],"pretrained":[114,124,154],"networks":[115],"whose":[116],"novelty":[117],"lies":[118],"three":[120],"aspects:":[121],"i)":[122],"leveraging":[123],"feature":[125,149,155],"extractor":[126,150,156],"which":[127,170],"captures":[128],"generic":[129],"knowledge":[130],"our":[132],"collected":[133],"open-source":[135],"large-scale":[136],"datasets;":[138],"ii)":[139],"designing":[140],"task-specific":[141],"parameter":[142],"adaptation":[143],"mechanism":[144],"efficiently":[146],"update":[147],"adapt":[152],"each":[158],"target":[159],"task;":[160],"iii)":[161],"discovering":[162],"suitable":[163],"distance":[164],"metric":[165],"task":[167],"generation":[168],"strategy":[169],"fit":[171],"HGR":[172],"application.":[173],"According":[174],"experiments,":[177],"when":[178],"model":[180],"trained":[182],"10":[184],"digit":[185],"gestures,":[186],"its":[187],"accuracies":[189],"26":[191],"kinds":[192,198],"letter":[194],"8":[197],"other":[200],"hand":[201],"can":[203],"be":[204],"up":[205],"80.5%":[207],"93.4%":[209],"only":[211],"two":[212],"shots,":[213],"respectively.":[214],"addition,":[216],"average":[218],"latency":[220],"PreGesNet":[222],"less":[224],"than":[225],"0.4":[226],"second.":[227]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}