{"id":"https://openalex.org/W4404316988","doi":"https://doi.org/10.1109/tim.2024.3497058","title":"Generalizable Remote Physiological Measurement via Semantic-Sheltered Alignment and Plausible Style Randomization","display_name":"Generalizable Remote Physiological Measurement via Semantic-Sheltered Alignment and Plausible Style Randomization","publication_year":2024,"publication_date":"2024-11-13","ids":{"openalex":"https://openalex.org/W4404316988","doi":"https://doi.org/10.1109/tim.2024.3497058"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3497058","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3497058","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Instrumentation and Measurement","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/A5101717546","display_name":"Jiyao Wang","orcid":"https://orcid.org/0000-0002-0743-0121"},"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"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Jiyao Wang","raw_affiliation_strings":["Systems Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","Systems Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0743-0121","affiliations":[{"raw_affiliation_string":"Systems Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":[]},{"raw_affiliation_string":"Systems Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101877034","display_name":"Hao L\u00fc","orcid":"https://orcid.org/0000-0002-2241-6598"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hao Lu","raw_affiliation_strings":["Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","Information Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-2241-6598","affiliations":[{"raw_affiliation_string":"Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":[]},{"raw_affiliation_string":"Information Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091049278","display_name":"Hu Han","orcid":"https://orcid.org/0000-0001-6010-1792"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hu Han","raw_affiliation_strings":["Key Laboratory of Intelligent Information Processing, Chinese Academy of Sciences, Institute of Computing Technology, Beijing, China","Key Laboratory of Intelligent Information Processing of Chinese Academy of Sciences, Institute of Computing Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6010-1792","affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Information Processing, Chinese Academy of Sciences, Institute of Computing Technology, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Intelligent Information Processing of Chinese Academy of Sciences, Institute of Computing Technology, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101938761","display_name":"Ying-Cong Chen","orcid":"https://orcid.org/0000-0002-9565-8205"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yingcong Chen","raw_affiliation_strings":["Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","Information Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-9565-8205","affiliations":[{"raw_affiliation_string":"Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":[]},{"raw_affiliation_string":"Information Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033765089","display_name":"Dengbo He","orcid":"https://orcid.org/0000-0003-4359-4083"},"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"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Dengbo He","raw_affiliation_strings":["Systems Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","Systems Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-4359-4083","affiliations":[{"raw_affiliation_string":"Systems Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":[]},{"raw_affiliation_string":"Systems Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001188748","display_name":"Kaishun Wu","orcid":"https://orcid.org/0000-0003-2216-0737"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kaishun Wu","raw_affiliation_strings":["Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","Information Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-2216-0737","affiliations":[{"raw_affiliation_string":"Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":[]},{"raw_affiliation_string":"Information Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101717546"],"corresponding_institution_ids":["https://openalex.org/I200769079"],"apc_list":null,"apc_paid":null,"fwci":0.697,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.67420523,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.8464000225067139,"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":0.8464000225067139,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.8402000069618225,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5927349925041199},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.45005935430526733},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4371945261955261},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.393807053565979},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3485921025276184},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.13864195346832275},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.11870697140693665}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5927349925041199},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.45005935430526733},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4371945261955261},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.393807053565979},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3485921025276184},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.13864195346832275},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.11870697140693665},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3497058","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3497058","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6000000238418579,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G1472031099","display_name":null,"funder_award_id":"2024A1515010392","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G3262489766","display_name":null,"funder_award_id":"62176249","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G537185493","display_name":null,"funder_award_id":"2023A03J0011","funder_id":"https://openalex.org/F4320335480","funder_display_name":"Guangzhou Municipal Science and Technology Project"},{"id":"https://openalex.org/G6334927497","display_name":null,"funder_award_id":"52202425","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320335480","display_name":"Guangzhou Municipal Science and Technology Project","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W1984554603","https://openalex.org/W2003922338","https://openalex.org/W2010270685","https://openalex.org/W2016778993","https://openalex.org/W2023060295","https://openalex.org/W2060667206","https://openalex.org/W2069692225","https://openalex.org/W2194775991","https://openalex.org/W2292374408","https://openalex.org/W2520509592","https://openalex.org/W2603777577","https://openalex.org/W2766766681","https://openalex.org/W2793799979","https://openalex.org/W2893517024","https://openalex.org/W2948069880","https://openalex.org/W2963043696","https://openalex.org/W2963275094","https://openalex.org/W2963433879","https://openalex.org/W2981540341","https://openalex.org/W2982196965","https://openalex.org/W2986906199","https://openalex.org/W3015003552","https://openalex.org/W3020225364","https://openalex.org/W3035903592","https://openalex.org/W3035959578","https://openalex.org/W3110179947","https://openalex.org/W3120068059","https://openalex.org/W3128263780","https://openalex.org/W3131296864","https://openalex.org/W3133542152","https://openalex.org/W3173279311","https://openalex.org/W3175452902","https://openalex.org/W3177221875","https://openalex.org/W3209770578","https://openalex.org/W3211152704","https://openalex.org/W4200617311","https://openalex.org/W4210330953","https://openalex.org/W4214519690","https://openalex.org/W4221124295","https://openalex.org/W4221148644","https://openalex.org/W4226291055","https://openalex.org/W4311415873","https://openalex.org/W4312232143","https://openalex.org/W4312358294","https://openalex.org/W4312515913","https://openalex.org/W4312701757","https://openalex.org/W4312710251","https://openalex.org/W4312885504","https://openalex.org/W4312971841","https://openalex.org/W4313011609","https://openalex.org/W4317553424","https://openalex.org/W4320913003","https://openalex.org/W4385569528","https://openalex.org/W4386075654","https://openalex.org/W4386083106","https://openalex.org/W4386090226","https://openalex.org/W4387968289","https://openalex.org/W4388145576","https://openalex.org/W4389459303","https://openalex.org/W4390097235","https://openalex.org/W4392903828","https://openalex.org/W4400975634","https://openalex.org/W6631797395","https://openalex.org/W6639480849","https://openalex.org/W6748426227","https://openalex.org/W6765285020","https://openalex.org/W6767419198","https://openalex.org/W6774630179","https://openalex.org/W6778939222","https://openalex.org/W6782948914","https://openalex.org/W6810790459","https://openalex.org/W6845699158","https://openalex.org/W6850164823","https://openalex.org/W6874275516"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Remote":[0],"photoplethysmography":[1],"(rPPG)":[2],"is":[3,53,214],"a":[4,16,19,54,66,203],"noninvasive":[5],"technique":[6],"that":[7,119,142],"measures":[8],"blood":[9],"volume":[10],"changes":[11],"in":[12,186,194,209],"the":[13,27,58,102,110,115,120,173,183],"skin":[14],"using":[15],"camera":[17],"and":[18,34,78,87,129,158,165,177,197],"light":[20],"source.":[21],"Achieving":[22],"accurate":[23],"measurements":[24],"relies":[25],"on":[26,109,161,172],"generalization":[28,40,69,188],"of":[29,74,105,113],"models":[30],"across":[31,137],"different":[32,92,116],"individuals":[33],"environmental":[35],"conditions.":[36],"However,":[37],"most":[38],"domain":[39],"(DG)":[41],"methods":[42],"are":[43,167],"designed":[44],"for":[45,57,205],"classification":[46],"tasks":[47],"rather":[48],"than":[49],"regression":[50],"tasks,":[51],"which":[52,72],"suboptimal":[55],"solution":[56],"rPPG":[59],"task.":[60],"In":[61],"this":[62],"work,":[63],"we":[64],"propose":[65],"novel":[67],"dual-stream":[68],"framework":[70],"(DG-rPPG),":[71],"consists":[73],"semantic-sheltered":[75],"alignment":[76],"(SSA)":[77],"plausible":[79],"attribute":[80],"randomization":[81],"(PAR).":[82],"Specifically,":[83],"SSA":[84],"can":[85,100],"extract":[86],"align":[88],"domain-agnostic":[89],"features":[90,122],"from":[91],"datasets;":[93],"while":[94,189],"maximumly":[95],"preserving":[96],"semantic":[97],"information.":[98],"PAR":[99],"enrich":[101],"attribute-related":[103],"feature":[104],"each":[106],"instance":[107],"based":[108,171],"statistical":[111],"information":[112],"all":[114,149],"domains,":[117],"ensuring":[118],"augmented":[121],"maintain":[123],"plausibility.":[124],"The":[125,212],"heart":[126],"rate":[127],"(HR)":[128],"HR":[130],"variability":[131],"estimation":[132,196],"evaluation":[133],"with":[134],"cross-domain":[135],"protocol":[136],"five":[138],"public":[139],"datasets":[140],"illustrated":[141],"our":[143],"proposal":[144],"significantly":[145],"(p-value":[146],"<0.05)":[147],"outperforms":[148],"baselines":[150],"(e.g.,":[151],"compared":[152],"to":[153],"DOHA,":[154],"DG-rPPG":[155,181],"achieves":[156],"9.25%":[157],"8.19%":[159],"improvement":[160],"MAE":[162],"when":[163],"UBFC":[164],"BUAA":[166],"target":[168],"domains).":[169],"Meanwhile,":[170],"intra-dataset,":[174],"computation":[175],"cost,":[176],"out-of-distribution":[178],"(OOD)":[179],"assessment,":[180],"presents":[182],"leading":[184],"performance":[185,193],"OOD":[187],"maintaining":[190],"relatively":[191],"good":[192],"in-distribution":[195],"reasonable":[198],"computational":[199],"costs.":[200],"This":[201],"provides":[202],"foundation":[204],"real-time":[206],"monitoring":[207],"deployments":[208],"real":[210],"environments.":[211],"code":[213],"available":[215],"at":[216],"<uri":[217],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[218],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/WJULYW/DG-rPPG</uri>.":[219]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
