{"id":"https://openalex.org/W4405489063","doi":"https://doi.org/10.1109/embc53108.2024.10781770","title":"mmYOLOH-p: A Clinically-Oriented mmWave-Based Human Pose Estimation Tool for Unobtrusive Patient Monitoring","display_name":"mmYOLOH-p: A Clinically-Oriented mmWave-Based Human Pose Estimation Tool for Unobtrusive Patient Monitoring","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405489063","doi":"https://doi.org/10.1109/embc53108.2024.10781770","pmid":"https://pubmed.ncbi.nlm.nih.gov/40039778"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10781770","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781770","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5102188413","display_name":"Jonathan Williams","orcid":null},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jonathan Williams","raw_affiliation_strings":["UNSW,Graduate School of Biomedical Engineering,Sydney,Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UNSW,Graduate School of Biomedical Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037368498","display_name":"Jimmy Wang","orcid":"https://orcid.org/0000-0002-4277-5248"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jimmy Wang","raw_affiliation_strings":["UNSW,School of Electrical Engineering,Sydney,Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UNSW,School of Electrical Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014720715","display_name":"Michael Stevens","orcid":"https://orcid.org/0000-0003-3583-688X"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Michael Stevens","raw_affiliation_strings":["UNSW,Graduate School of Biomedical Engineering,Sydney,Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UNSW,Graduate School of Biomedical Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060602596","display_name":"Nigel H. Lovell","orcid":"https://orcid.org/0000-0003-1637-1079"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nigel Lovell","raw_affiliation_strings":["UNSW,Graduate School of Biomedical Engineering,Sydney,Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UNSW,Graduate School of Biomedical Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038653363","display_name":"Ahmadreza Argha","orcid":"https://orcid.org/0000-0002-8276-9774"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ahmadreza Argha","raw_affiliation_strings":["UNSW,Graduate School of Biomedical Engineering,Sydney,Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UNSW,Graduate School of Biomedical Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2429,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.80602336,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9984999895095825,"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":0.9984999895095825,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9952999949455261,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9948999881744385,"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":0.6687621474266052},{"id":"https://openalex.org/keywords/remote-patient-monitoring","display_name":"Remote patient monitoring","score":0.5203096866607666},{"id":"https://openalex.org/keywords/pose","display_name":"Pose","score":0.4466641843318939},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.4258183240890503},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3706001341342926},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32759878039360046},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2343311905860901},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15087252855300903},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.0636238157749176},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.057198941707611084}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6687621474266052},{"id":"https://openalex.org/C175079658","wikidata":"https://www.wikidata.org/wiki/Q7312165","display_name":"Remote patient monitoring","level":2,"score":0.5203096866607666},{"id":"https://openalex.org/C52102323","wikidata":"https://www.wikidata.org/wiki/Q1671968","display_name":"Pose","level":2,"score":0.4466641843318939},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.4258183240890503},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3706001341342926},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32759878039360046},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2343311905860901},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15087252855300903},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0636238157749176},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.057198941707611084}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011187","descriptor_name":"Posture","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D011187","descriptor_name":"Posture","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D011187","descriptor_name":"Posture","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D011825","descriptor_name":"Radar","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011825","descriptor_name":"Radar","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011825","descriptor_name":"Radar","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10781770","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781770","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40039778","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40039778","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"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":10,"referenced_works":["https://openalex.org/W3016959792","https://openalex.org/W3029924594","https://openalex.org/W3201387271","https://openalex.org/W3210072454","https://openalex.org/W4283169876","https://openalex.org/W4292787291","https://openalex.org/W4308933760","https://openalex.org/W4319299976","https://openalex.org/W4321194377","https://openalex.org/W4385248623"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Human":[0],"pose":[1],"estimation":[2],"(HPE)":[3],"identifies":[4],"and":[5,56,71,76,92,116,154,161,172,187],"locates":[6],"keypoints":[7],"on":[8],"a":[9,21,39,180],"person's":[10],"body.":[11],"Despite":[12],"the":[13,106,136,140,166],"effectiveness":[14],"of":[15,31,51,89,105,139,147],"various":[16],"existing":[17],"methods,":[18],"there":[19],"remains":[20],"gap":[22],"in":[23,142,145,165],"addressing":[24],"specific":[25],"requirements":[26],"for":[27,45,184],"real-world":[28],"clinical":[29],"applications":[30],"HPE.":[32],"In":[33],"this":[34],"study,":[35],"we":[36],"propose":[37],"mmYOLOH-p,":[38],"novel":[40],"clinical-oriented":[41],"HPE":[42],"approach.":[43],"Requirements":[44],"patient":[46],"monitoring":[47],"influenced":[48],"our":[49],"choice":[50],"sensing":[52],"modality,":[53],"data":[54,91],"representation,":[55],"deep":[57],"learning":[58],"architecture.":[59],"We":[60],"used":[61],"millimeter-wave":[62],"(mmWave)":[63],"radar":[64,90],"because":[65],"it":[66,112],"is":[67],"unobtrusive,":[68],"privacy":[69],"friendly":[70],"robust":[72],"against":[73],"poor":[74],"lighting":[75],"weather":[77],"conditions.":[78],"A":[79],"pre-processing":[80],"pipeline":[81],"was":[82,109],"developed":[83],"to":[84,98,120],"generate":[85],"2D":[86],"heatmap":[87],"representations":[88],"ultimately":[93],"overcome":[94],"scalability":[95],"issues":[96],"related":[97],"sparse":[99],"point":[100],"cloud":[101],"representations.":[102],"Cross-modal":[103],"adaptation":[104],"YOLOv8-pose":[107],"architecture":[108],"performed":[110],"since":[111],"enables":[113],"one-shot":[114],"efficiency":[115],"can":[117],"be":[118],"extended":[119],"perform":[121],"concurrent":[122],"tasks,":[123],"such":[124],"as":[125,179],"human":[126],"activity":[127,185],"recognition,":[128],"while":[129],"avoiding":[130],"cascading":[131],"latency.":[132],"mmYOLOH-p":[133,178],"outperformed":[134],"HuPRNet,":[135],"current":[137],"state":[138],"art":[141],"heatmap-based":[143],"HPE,":[144],"terms":[146],"total":[148],"average":[149],"precision":[150],"(AP),":[151],"per-joint":[152],"AP,":[153],"inference":[155],"time.":[156],"The":[157,175],"highest":[158],"AP50,":[159],"AP75,":[160],"AP50-95":[162],"scores":[163],"achieved":[164],"experimental":[167],"evaluation":[168],"were":[169],"99.1,":[170],"92.6,":[171],"83.0":[173],"respectively.":[174],"results":[176],"position":[177],"potentially":[181],"viable":[182],"solution":[183],"recognition":[186],"gait":[188],"analysis.":[189]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
