{"id":"https://openalex.org/W4412965747","doi":"https://doi.org/10.1109/i2mtc62753.2025.11079206","title":"Sleep Position Classification using Transfer Learning for Bed-based Pressure Sensors","display_name":"Sleep Position Classification using Transfer Learning for Bed-based Pressure Sensors","publication_year":2025,"publication_date":"2025-05-19","ids":{"openalex":"https://openalex.org/W4412965747","doi":"https://doi.org/10.1109/i2mtc62753.2025.11079206"},"language":"en","primary_location":{"id":"doi:10.1109/i2mtc62753.2025.11079206","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2mtc62753.2025.11079206","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","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/A5118889317","display_name":"Olivier Papillon","orcid":null},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Olivier Papillon","raw_affiliation_strings":["Systems and Computer Engineering Carleton University,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"Systems and Computer Engineering Carleton University,Ottawa,Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017668310","display_name":"Rafik Goubran","orcid":"https://orcid.org/0000-0003-4087-416X"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Rafik Goubran","raw_affiliation_strings":["Systems and Computer Engineering Carleton University,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"Systems and Computer Engineering Carleton University,Ottawa,Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078223816","display_name":"James R. Green","orcid":"https://orcid.org/0000-0002-6039-2355"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"James Green","raw_affiliation_strings":["Systems and Computer Engineering Carleton University,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"Systems and Computer Engineering Carleton University,Ottawa,Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027597784","display_name":"Julien Larivi\u00e8re-Chartier","orcid":null},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Julien Larivi\u00e8re-Chartier","raw_affiliation_strings":["Bruyère Health Research Institute Systems and Computer Engineering Carleton University,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"Bruyère Health Research Institute Systems and Computer Engineering Carleton University,Ottawa,Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049146770","display_name":"Caitlin Higginson","orcid":null},"institutions":[{"id":"https://openalex.org/I2800991225","display_name":"Royal Ottawa Mental Health Centre","ror":"https://ror.org/056vnsb08","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2800991225"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Caitlin Higginson","raw_affiliation_strings":["Sleep Research Unit University of Ottawa Institute for Mental Health Research at the Royal,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"Sleep Research Unit University of Ottawa Institute for Mental Health Research at the Royal,Ottawa,Canada","institution_ids":["https://openalex.org/I2800991225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109470694","display_name":"Francisca Iriani R.D","orcid":null},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Frank Knoefel M D","raw_affiliation_strings":["Systems and Computer Engineering Carleton University,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"Systems and Computer Engineering Carleton University,Ottawa,Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078360660","display_name":"R\u00e9becca Robillard","orcid":"https://orcid.org/0000-0002-1491-997X"},"institutions":[{"id":"https://openalex.org/I2800991225","display_name":"Royal Ottawa Mental Health Centre","ror":"https://ror.org/056vnsb08","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2800991225"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"R\u00e9becca Robillard","raw_affiliation_strings":["School of Psychology, University of Ottawa University of Ottawa Institute for Mental Health Research at the Royal,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"School of Psychology, University of Ottawa University of Ottawa Institute for Mental Health Research at the Royal,Ottawa,Canada","institution_ids":["https://openalex.org/I2800991225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5118889317"],"corresponding_institution_ids":["https://openalex.org/I67031392"],"apc_list":null,"apc_paid":null,"fwci":0.699,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.73019171,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9868000149726868,"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"}},"topics":[{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9868000149726868,"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"}},{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.986299991607666,"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":0.9847000241279602,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.65095454454422},{"id":"https://openalex.org/keywords/position","display_name":"Position (finance)","score":0.6151849031448364},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6087576150894165},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.5667403936386108},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5287472605705261},{"id":"https://openalex.org/keywords/pressure-sensor","display_name":"Pressure sensor","score":0.4762987196445465},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.43529239296913147},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32514500617980957},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1612909734249115},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.07317090034484863}],"concepts":[{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.65095454454422},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.6151849031448364},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6087576150894165},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.5667403936386108},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5287472605705261},{"id":"https://openalex.org/C41325743","wikidata":"https://www.wikidata.org/wiki/Q1261040","display_name":"Pressure sensor","level":2,"score":0.4762987196445465},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.43529239296913147},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32514500617980957},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1612909734249115},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.07317090034484863},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","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/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/i2mtc62753.2025.11079206","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2mtc62753.2025.11079206","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320338440","display_name":"HORIZON EUROPE Health","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1744121058","https://openalex.org/W1964251291","https://openalex.org/W1981803350","https://openalex.org/W1994885686","https://openalex.org/W2124222146","https://openalex.org/W2606699032","https://openalex.org/W2737596790","https://openalex.org/W2858293712","https://openalex.org/W2887566014","https://openalex.org/W2990690947","https://openalex.org/W3088576166","https://openalex.org/W3156592579","https://openalex.org/W3208706004","https://openalex.org/W4224992933","https://openalex.org/W4240339891","https://openalex.org/W4313156423","https://openalex.org/W4321016344","https://openalex.org/W4383746828","https://openalex.org/W4384158767","https://openalex.org/W4386794138","https://openalex.org/W4390604451","https://openalex.org/W4400114707","https://openalex.org/W6803870738","https://openalex.org/W6809664228","https://openalex.org/W6856998745"],"related_works":["https://openalex.org/W3201126466","https://openalex.org/W4282827391","https://openalex.org/W2385118824","https://openalex.org/W3106607904","https://openalex.org/W4405541655","https://openalex.org/W4313199257","https://openalex.org/W4386828785","https://openalex.org/W2359476137","https://openalex.org/W2362165903","https://openalex.org/W2571708534"],"abstract_inverted_index":{"Bed-based":[0],"pressure-sensitive":[1],"mats":[2],"(PSMs)":[3],"offer":[4],"a":[5,24,28,31,62,109,115,133,188],"non-intrusive":[6],"way":[7],"of":[8,43,82,89,174,181,196],"monitoring":[9],"patients":[10,53],"during":[11],"sleep.":[12],"We":[13,170],"focus":[14],"on":[15,52,126,187],"four-way":[16],"sleep":[17,32,38,44,56,63,106,117,148,175,199],"position":[18,176],"classification":[19,150,177],"using":[20,128,151],"data":[21],"collected":[22,113],"from":[23,108,146,178,201],"PSM":[25,111,203],"placed":[26],"under":[27],"mattress":[29],"in":[30,72,114,212],"clinic.":[33,64],"Sleep":[34],"positions":[35,107,200],"can":[36,69],"affect":[37],"quality":[39],"and":[40,132,184],"the":[41,77,87,172,194],"prevalence":[42],"disorders,":[45],"such":[46],"as":[47,155,157],"apnea.":[48],"Measurements":[49],"were":[50],"performed":[51],"with":[54],"suspected":[55],"disorders":[57],"referred":[58],"for":[59,79,136,209],"assessments":[60],"at":[61],"Training":[65],"deep":[66,100,152],"learning":[67,96,101,153,160],"models":[68,102,124,161],"be":[70],"challenging":[71],"clinical":[73,213],"settings":[74],"due":[75],"to":[76,97,103],"need":[78],"large":[80],"amounts":[81],"labeled":[83,90],"data.":[84],"To":[85],"overcome":[86],"shortage":[88],"training":[91],"data,":[92,204],"we":[93],"utilize":[94],"transfer":[95],"adapt":[98],"pre-trained":[99,125,134],"accurately":[104],"estimate":[105],"low-resolution":[110,202],"dataset":[112],"polysomnography":[116],"lab.":[118],"Our":[119],"approach":[120,206],"leverages":[121],"Vision":[122],"Transformer":[123],"ImageNet":[127],"masked":[129],"autoencoding":[130],"(ViTMAE)":[131],"model":[135],"human":[137],"pose":[138,149],"estimation":[139],"(ViTPose).":[140],"These":[141],"approaches":[142],"outperform":[143],"previous":[144],"work":[145],"PSM-based":[147],"(TCN)":[154],"well":[156],"traditional":[158],"machine":[159],"(SVM,":[162],"XGBoost,":[163],"Random":[164],"Forest)":[165],"that":[166],"use":[167],"engineered":[168],"features.":[169],"evaluate":[171],"performance":[173],"112":[179],"nights":[180],"patient":[182],"recordings":[183],"validate":[185],"it":[186],"higher":[189],"resolution":[190],"13-patient":[191],"dataset.":[192],"Despite":[193],"challenges":[195],"differentiating":[197],"between":[198],"our":[205],"shows":[207],"promise":[208],"real-world":[210],"deployment":[211],"settings.":[214]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}