{"id":"https://openalex.org/W4308086464","doi":"https://doi.org/10.1109/bsn56160.2022.9928466","title":"Video2IMU: Realistic IMU features and signals from videos","display_name":"Video2IMU: Realistic IMU features and signals from videos","publication_year":2022,"publication_date":"2022-09-27","ids":{"openalex":"https://openalex.org/W4308086464","doi":"https://doi.org/10.1109/bsn56160.2022.9928466"},"language":"en","primary_location":{"id":"doi:10.1109/bsn56160.2022.9928466","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bsn56160.2022.9928466","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE-EMBS International Conference on Wearable and Implantable Body Sensor Networks (BSN)","raw_type":"proceedings-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/A5053231231","display_name":"Arttu L\u00e4ms\u00e4","orcid":"https://orcid.org/0000-0002-6136-9640"},"institutions":[{"id":"https://openalex.org/I87653560","display_name":"VTT Technical Research Centre of Finland","ror":"https://ror.org/04b181w54","country_code":"FI","type":"nonprofit","lineage":["https://openalex.org/I4210089493","https://openalex.org/I87653560"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Arttu Lamsa","raw_affiliation_strings":["VTT Technical Research Centre of Finland,Oulu,Finland","VTT Technical Research Centre of Finland, Oulu, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VTT Technical Research Centre of Finland,Oulu,Finland","institution_ids":["https://openalex.org/I87653560"]},{"raw_affiliation_string":"VTT Technical Research Centre of Finland, Oulu, Finland","institution_ids":["https://openalex.org/I87653560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048745773","display_name":"Jaakko Tervonen","orcid":"https://orcid.org/0000-0003-2236-0253"},"institutions":[{"id":"https://openalex.org/I87653560","display_name":"VTT Technical Research Centre of Finland","ror":"https://ror.org/04b181w54","country_code":"FI","type":"nonprofit","lineage":["https://openalex.org/I4210089493","https://openalex.org/I87653560"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jaakko Tervonen","raw_affiliation_strings":["VTT Technical Research Centre of Finland,Oulu,Finland","VTT Technical Research Centre of Finland, Oulu, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VTT Technical Research Centre of Finland,Oulu,Finland","institution_ids":["https://openalex.org/I87653560"]},{"raw_affiliation_string":"VTT Technical Research Centre of Finland, Oulu, Finland","institution_ids":["https://openalex.org/I87653560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023718677","display_name":"Jussi Liikka","orcid":null},"institutions":[{"id":"https://openalex.org/I87653560","display_name":"VTT Technical Research Centre of Finland","ror":"https://ror.org/04b181w54","country_code":"FI","type":"nonprofit","lineage":["https://openalex.org/I4210089493","https://openalex.org/I87653560"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jussi Liikka","raw_affiliation_strings":["VTT Technical Research Centre of Finland,Oulu,Finland","VTT Technical Research Centre of Finland, Oulu, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VTT Technical Research Centre of Finland,Oulu,Finland","institution_ids":["https://openalex.org/I87653560"]},{"raw_affiliation_string":"VTT Technical Research Centre of Finland, Oulu, Finland","institution_ids":["https://openalex.org/I87653560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051136793","display_name":"Constantino \u00c1lvarez Casado","orcid":"https://orcid.org/0000-0002-3052-4759"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Constantino Alvarez Casado","raw_affiliation_strings":["University of Oulu,Center for Machine Vision and Signal Analysis (CMVS),Finland","Center for Machine Vision and Signal Analysis (CMVS), University of Oulu, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oulu,Center for Machine Vision and Signal Analysis (CMVS),Finland","institution_ids":["https://openalex.org/I98381234"]},{"raw_affiliation_string":"Center for Machine Vision and Signal Analysis (CMVS), University of Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005498985","display_name":"Miguel Bordallo L\u00f3pez","orcid":"https://orcid.org/0000-0002-5707-9085"},"institutions":[{"id":"https://openalex.org/I87653560","display_name":"VTT Technical Research Centre of Finland","ror":"https://ror.org/04b181w54","country_code":"FI","type":"nonprofit","lineage":["https://openalex.org/I4210089493","https://openalex.org/I87653560"]},{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Miguel Bordallo Lopez","raw_affiliation_strings":["VTT Technical Research Centre of Finland,Oulu,Finland","Center for Machine Vision and Signal Analysis (CMVS), University of Oulu, Finland","VTT Technical Research Centre of Finland, Oulu, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VTT Technical Research Centre of Finland,Oulu,Finland","institution_ids":["https://openalex.org/I87653560"]},{"raw_affiliation_string":"Center for Machine Vision and Signal Analysis (CMVS), University of Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]},{"raw_affiliation_string":"VTT Technical Research Centre of Finland, Oulu, Finland","institution_ids":["https://openalex.org/I87653560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4061,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.60420654,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9958000183105469,"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":0.9958000183105469,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.96670001745224,"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"}},{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9653000235557556,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.792879581451416},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.7916824817657471},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.7821289300918579},{"id":"https://openalex.org/keywords/inertial-measurement-unit","display_name":"Inertial measurement unit","score":0.6464676260948181},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.642818808555603},{"id":"https://openalex.org/keywords/usable","display_name":"USable","score":0.6210885643959045},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5314164757728577},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.47136154770851135},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42097008228302},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38871458172798157},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.09014388918876648}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.792879581451416},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.7916824817657471},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7821289300918579},{"id":"https://openalex.org/C79061980","wikidata":"https://www.wikidata.org/wiki/Q941680","display_name":"Inertial measurement unit","level":2,"score":0.6464676260948181},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.642818808555603},{"id":"https://openalex.org/C2780615836","wikidata":"https://www.wikidata.org/wiki/Q2471869","display_name":"USable","level":2,"score":0.6210885643959045},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5314164757728577},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.47136154770851135},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42097008228302},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38871458172798157},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.09014388918876648},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bsn56160.2022.9928466","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bsn56160.2022.9928466","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE-EMBS International Conference on Wearable and Implantable Body Sensor Networks (BSN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2982321410","https://openalex.org/W2392004567","https://openalex.org/W2046296964","https://openalex.org/W2940029036","https://openalex.org/W4388292429","https://openalex.org/W2756595502","https://openalex.org/W3016838864","https://openalex.org/W2117913171","https://openalex.org/W3105278570","https://openalex.org/W2582769230"],"abstract_inverted_index":{"Human":[0],"Activity":[1],"Recognition":[2],"(HAR)":[3],"from":[4,174],"wearable":[5,37,100,175],"sensor":[6,38,136,155],"data":[7,32,166],"identifies":[8],"movements":[9],"or":[10],"activities":[11,95],"in":[12],"unconstrained":[13],"environments.":[14],"HAR":[15,90,144,169],"is":[16,33,130],"a":[17,143],"challenging":[18],"problem":[19],"as":[20,149],"it":[21],"presents":[22],"great":[23],"variability":[24],"across":[25],"subjects.":[26],"Obtaining":[27],"large":[28],"amounts":[29],"of":[30,56,62,84,106,121,162],"labelled":[31],"not":[34,41],"straightforward,":[35],"since":[36],"signals":[39,64,79,97,137,173],"are":[40],"easy":[42],"to":[43,88,132,141,171],"label":[44],"upon":[45],"simple":[46],"human":[47,68],"inspection.":[48],"In":[49],"our":[50,107,128],"work,":[51],"we":[52,109],"propose":[53],"the":[54,60,104,119,150,160],"use":[55,161],"neural":[57],"networks":[58],"for":[59,118,167],"generation":[61],"realistic":[63],"and":[65,78,138],"features":[66,77,139],"using":[67,96,153],"activity":[69,114],"monocular":[70],"videos.":[71],"We":[72,125],"show":[73,126],"how":[74],"these":[75],"generated":[76],"can":[80,93],"be":[81],"utilized,":[82],"instead":[83],"their":[85],"real":[86,154],"counterparts,":[87],"train":[89,142],"models":[91,170],"that":[92,127],"recognize":[94],"obtained":[98],"with":[99,146],"sensors.":[101,176],"To":[102],"prove":[103],"validity":[105],"methods,":[108],"perform":[110],"experiments":[111],"on":[112],"an":[113],"recognition":[115],"dataset":[116],"created":[117],"improvement":[120],"industrial":[122],"work":[123],"safety.":[124],"model":[129],"able":[131],"realistically":[133],"generate":[134],"virtual":[135],"usable":[140],"classifier":[145],"comparable":[147],"performance":[148],"one":[151],"trained":[152],"data.":[156],"Our":[157],"results":[158],"enable":[159],"available,":[163],"labeled":[164],"video":[165],"training":[168],"classify":[172]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
