{"id":"https://openalex.org/W4283722463","doi":"https://doi.org/10.1145/3537972.3537996","title":"Sensor-based Activity Recognition using Deep Learning: A Comparative Study","display_name":"Sensor-based Activity Recognition using Deep Learning: A Comparative Study","publication_year":2022,"publication_date":"2022-06-22","ids":{"openalex":"https://openalex.org/W4283722463","doi":"https://doi.org/10.1145/3537972.3537996"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3537972.3537996","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"proceedings-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-03711295/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034732045","display_name":"Imen Trabelsi","orcid":"https://orcid.org/0000-0002-5781-8730"},"institutions":[{"id":"https://openalex.org/I4210113150","display_name":"Laboratoire Interdisciplinaire de Physique","ror":"https://ror.org/023n9q531","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210113150","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"funder","lineage":["https://openalex.org/I277688954"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Imen Trabelsi","raw_affiliation_strings":["Laboratoire Interdisciplinaire des Sciences du Num\u00e9rique (LISN), Universit\u00e9 Paris-Saclay, CNRS, France"],"affiliations":[{"raw_affiliation_string":"Laboratoire Interdisciplinaire des Sciences du Num\u00e9rique (LISN), Universit\u00e9 Paris-Saclay, CNRS, France","institution_ids":["https://openalex.org/I4210113150","https://openalex.org/I277688954","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003198666","display_name":"Jules Fran\u00e7oise","orcid":"https://orcid.org/0000-0003-0461-4010"},"institutions":[{"id":"https://openalex.org/I4210113150","display_name":"Laboratoire Interdisciplinaire de Physique","ror":"https://ror.org/023n9q531","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210113150","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"funder","lineage":["https://openalex.org/I277688954"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jules Francoise","raw_affiliation_strings":["Laboratoire Interdisciplinaire des Sciences du Num\u00e9rique (LISN), Universit\u00e9 Paris-Saclay, CNRS, France"],"affiliations":[{"raw_affiliation_string":"Laboratoire Interdisciplinaire des Sciences du Num\u00e9rique (LISN), Universit\u00e9 Paris-Saclay, CNRS, France","institution_ids":["https://openalex.org/I4210113150","https://openalex.org/I277688954","https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109559805","display_name":"Yacine Bellik","orcid":null},"institutions":[{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"funder","lineage":["https://openalex.org/I277688954"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210113150","display_name":"Laboratoire Interdisciplinaire de Physique","ror":"https://ror.org/023n9q531","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210113150","https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yacine Bellik","raw_affiliation_strings":["Laboratoire Interdisciplinaire des Sciences du Num\u00e9rique (LISN), Universit\u00e9 Paris-Saclay, CNRS, France"],"affiliations":[{"raw_affiliation_string":"Laboratoire Interdisciplinaire des Sciences du Num\u00e9rique (LISN), Universit\u00e9 Paris-Saclay, CNRS, France","institution_ids":["https://openalex.org/I277688954","https://openalex.org/I1294671590","https://openalex.org/I4210113150"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":10,"citation_normalized_percentile":{"value":0.945579,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":91},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9999,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9999,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.991,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9885,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity Recognition","score":0.8251424}],"concepts":[{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.8251424},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.79825795},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6836563},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6643734},{"id":"https://openalex.org/C79061980","wikidata":"https://www.wikidata.org/wiki/Q941680","display_name":"Inertial measurement unit","level":2,"score":0.64973444},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.63586813},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.59919244},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.5015888},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48282775},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41165864},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3902632},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.3742985},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08714259},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3537972.3537996","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://hal.science/hal-03711295","pdf_url":"https://hal.science/hal-03711295/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","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/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://hal.science/hal-03711295/file/MOCO_22_ImenJulesYacine.pdf","pdf_url":"https://hal.science/hal-03711295/file/MOCO_22_ImenJulesYacine.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","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/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://hal.science/hal-03711295","pdf_url":"https://hal.science/hal-03711295/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","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/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[],"grants":[{"funder":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche","award_id":"ANR-18-CE33-0002"}],"datasets":[],"versions":[],"referenced_works_count":36,"referenced_works":["https://openalex.org/W1617249722","https://openalex.org/W1968670561","https://openalex.org/W1999043044","https://openalex.org/W2001303369","https://openalex.org/W2026297770","https://openalex.org/W2053094646","https://openalex.org/W2106508100","https://openalex.org/W2115340664","https://openalex.org/W2214124587","https://openalex.org/W2270470215","https://openalex.org/W2467446558","https://openalex.org/W2472901858","https://openalex.org/W2611140492","https://openalex.org/W2751594996","https://openalex.org/W2759690896","https://openalex.org/W2766669256","https://openalex.org/W2808506583","https://openalex.org/W2899372133","https://openalex.org/W2970993639","https://openalex.org/W2972660824","https://openalex.org/W2977524124","https://openalex.org/W2990443604","https://openalex.org/W2992424090","https://openalex.org/W3011785450","https://openalex.org/W3017361427","https://openalex.org/W3087706811","https://openalex.org/W3088411822","https://openalex.org/W3102326534","https://openalex.org/W3135100418","https://openalex.org/W3154008086","https://openalex.org/W3164845984","https://openalex.org/W3199919273","https://openalex.org/W3202143308","https://openalex.org/W4207050394","https://openalex.org/W4241366218","https://openalex.org/W4302067267"],"related_works":["https://openalex.org/W9839718","https://openalex.org/W4287122200","https://openalex.org/W3110613631","https://openalex.org/W3016838864","https://openalex.org/W2766841671","https://openalex.org/W2742744817","https://openalex.org/W2225378543","https://openalex.org/W2091018038","https://openalex.org/W2077021924","https://openalex.org/W2040913503"],"abstract_inverted_index":{"With":[0],"the":[1,32,80,110,123],"wide":[2],"availability":[3],"of":[4,31,34,38,82],"inertial":[5,24,93],"sensors":[6],"in":[7,13,41],"smartphones":[8],"and":[9,37,127],"connected":[10],"objects,":[11],"interest":[12],"sensor-based":[14],"activity":[15,56,88],"recognition":[16,57,89,98],"has":[17],"risen.":[18],"Yet,":[19],"recognizing":[20],"human":[21,35],"actions":[22],"from":[23,90,102],"data":[25,72,101],"remains":[26],"a":[27,76,91,97],"challenging":[28],"task":[29,99],"because":[30],"complexity":[33],"movements":[36],"inter-individual":[39],"differences":[40],"movement":[42],"execution.":[43],"Recently,":[44],"approaches":[45],"based":[46],"on":[47,54,96,113],"deep":[48,84],"neural":[49,130],"networks":[50],"have":[51],"shown":[52],"success":[53],"standardized":[55],"datasets,":[58],"yet":[59],"few":[60],"works":[61],"investigate":[62],"systematically":[63],"how":[64],"these":[65],"models":[66],"generalize":[67],"to":[68],"other":[69],"protocols":[70],"for":[71,87],"collection.":[73],"We":[74,107],"present":[75],"study":[77],"that":[78,109],"evaluates":[79],"performance":[81,112],"various":[83],"learning":[85],"architectures":[86],"single":[92],"measurement":[94],"unit,":[95],"combining":[100,122],"six":[103],"publicly":[104],"available":[105],"datasets.":[106],"found":[108],"best":[111],"this":[114],"combined":[115],"dataset":[116],"is":[117],"obtained":[118],"with":[119],"an":[120],"approach":[121],"continuous":[124],"wavelet":[125],"transform":[126],"2D":[128],"convolutional":[129],"networks.":[131]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4283722463","counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2025-03-22T19:18:38.449068","created_date":"2022-07-01"}