{"id":"https://openalex.org/W4295443623","doi":"https://doi.org/10.1109/embc48229.2022.9871964","title":"Deep Learning enabled Fall Detection exploiting Gait Analysis","display_name":"Deep Learning enabled Fall Detection exploiting Gait Analysis","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4295443623","doi":"https://doi.org/10.1109/embc48229.2022.9871964","pmid":"https://pubmed.ncbi.nlm.nih.gov/36086537"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9871964","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871964","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; 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/A5002428260","display_name":"Arif Reza Anwary","orcid":"https://orcid.org/0000-0002-3802-0045"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Arif Reza Anwary","raw_affiliation_strings":["School of Computing, Edinburgh Napier University"],"affiliations":[{"raw_affiliation_string":"School of Computing, Edinburgh Napier University","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035822841","display_name":"Md. Arafatur Rahman","orcid":"https://orcid.org/0000-0002-8221-6168"},"institutions":[{"id":"https://openalex.org/I119664326","display_name":"University of Wolverhampton","ror":"https://ror.org/01k2y1055","country_code":"GB","type":"education","lineage":["https://openalex.org/I119664326"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Md Arafatur Rahman","raw_affiliation_strings":["School of Mathematics and Computer Science, University of Wolverhampton,UK","School of Mathematics and Computer Science, University of Wolverhampton, UK"],"affiliations":[{"raw_affiliation_string":"School of Mathematics and Computer Science, University of Wolverhampton,UK","institution_ids":["https://openalex.org/I119664326"]},{"raw_affiliation_string":"School of Mathematics and Computer Science, University of Wolverhampton, UK","institution_ids":["https://openalex.org/I119664326"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036033951","display_name":"Abu Jafar Md Muzahid","orcid":"https://orcid.org/0000-0003-2344-7027"},"institutions":[{"id":"https://openalex.org/I102913810","display_name":"Universiti Malaysia Pahang Al-Sultan Abdullah","ror":"https://ror.org/01704wp68","country_code":"MY","type":"education","lineage":["https://openalex.org/I102913810"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Abu Jafar Md Muzahid","raw_affiliation_strings":["Universiti Malaysia Pahang,Faculty of Computing,Pahang,Malaysia,26600"],"affiliations":[{"raw_affiliation_string":"Universiti Malaysia Pahang,Faculty of Computing,Pahang,Malaysia,26600","institution_ids":["https://openalex.org/I102913810"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005801334","display_name":"Akanda Wahid Ul Ashraf","orcid":"https://orcid.org/0000-0002-3794-0771"},"institutions":[{"id":"https://openalex.org/I9300472","display_name":"Bournemouth University","ror":"https://ror.org/05wwcw481","country_code":"GB","type":"education","lineage":["https://openalex.org/I9300472"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Akanda Wahid Ul Ashraf","raw_affiliation_strings":["Bournemouth University,Computer Vision and Deep Learning Engineer","Computer Vision and Deep Learning Engineer, Bournemouth University"],"affiliations":[{"raw_affiliation_string":"Bournemouth University,Computer Vision and Deep Learning Engineer","institution_ids":["https://openalex.org/I9300472"]},{"raw_affiliation_string":"Computer Vision and Deep Learning Engineer, Bournemouth University","institution_ids":["https://openalex.org/I9300472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054722867","display_name":"Mohammad Patwary","orcid":"https://orcid.org/0000-0003-2878-5295"},"institutions":[{"id":"https://openalex.org/I119664326","display_name":"University of Wolverhampton","ror":"https://ror.org/01k2y1055","country_code":"GB","type":"education","lineage":["https://openalex.org/I119664326"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mohammad Patwary","raw_affiliation_strings":["School of Mathematics and Computer Science, University of Wolverhampton,UK","School of Mathematics and Computer Science, University of Wolverhampton, UK"],"affiliations":[{"raw_affiliation_string":"School of Mathematics and Computer Science, University of Wolverhampton,UK","institution_ids":["https://openalex.org/I119664326"]},{"raw_affiliation_string":"School of Mathematics and Computer Science, University of Wolverhampton, UK","institution_ids":["https://openalex.org/I119664326"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062211930","display_name":"Amir Hussain","orcid":"https://orcid.org/0000-0002-8080-082X"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Amir Hussain","raw_affiliation_strings":["School of Computing, Edinburgh Napier University"],"affiliations":[{"raw_affiliation_string":"School of Computing, Edinburgh Napier University","institution_ids":["https://openalex.org/I251738"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5002428260"],"corresponding_institution_ids":["https://openalex.org/I251738"],"apc_list":null,"apc_paid":null,"fwci":0.4797,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.7305005,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"2022","issue":null,"first_page":"4683","last_page":"4686"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9986000061035156,"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":0.9986000061035156,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9965999722480774,"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/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9822999835014343,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6522595882415771},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6223589181900024},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6038296222686768},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.5975223183631897},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.5859141945838928},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5008335113525391},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.44490766525268555},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.4136062264442444},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.41136232018470764},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2874862551689148},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.2774844765663147},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18930748105049133}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6522595882415771},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6223589181900024},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6038296222686768},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.5975223183631897},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.5859141945838928},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5008335113525391},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.44490766525268555},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.4136062264442444},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.41136232018470764},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2874862551689148},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.2774844765663147},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18930748105049133},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D000077107","descriptor_name":"Gait Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077107","descriptor_name":"Gait Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077107","descriptor_name":"Gait Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","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":"D005684","descriptor_name":"Gait","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","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}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc48229.2022.9871964","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871964","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36086537","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36086537","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/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2042568090","https://openalex.org/W2064675550","https://openalex.org/W2079118768","https://openalex.org/W2202613845","https://openalex.org/W2268085737","https://openalex.org/W2788668965","https://openalex.org/W2791636814","https://openalex.org/W2899671240","https://openalex.org/W2967537207","https://openalex.org/W3126750064","https://openalex.org/W3152500704","https://openalex.org/W3191137513","https://openalex.org/W4288327876","https://openalex.org/W6688130366","https://openalex.org/W6764045775"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W4312814274","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703"],"abstract_inverted_index":{"Falls":[0],"associated":[1],"injuries":[2],"often":[3],"result":[4],"not":[5],"only":[6],"increasing":[7],"the":[8,36,74,105,135,139,145,148,176,180],"medical-,":[9],"social-":[10],"and":[11,21,81,95,126,143,165,185],"care-cost":[12],"but":[13],"also":[14],"loss":[15],"of":[16,25,28,35,114,123,128,141,147,182],"mobility,":[17],"impair":[18],"chronic":[19],"health":[20,40],"even":[22],"potential":[23],"risk":[24,181],"fatality.":[26],"Because":[27],"elderly":[29],"population":[30],"growth,":[31],"it":[32],"is":[33,107],"one":[34],"major":[37],"global":[38],"public":[39,112],"problems.":[41],"To":[42],"address":[43],"such":[44],"issue,":[45],"we":[46,63,72],"present":[47],"a":[48,65,153],"Deep":[49],"Learning":[50],"enabled":[51],"Fall":[52],"Detection":[53],"(DLFD)":[54],"method":[55,77],"exploiting":[56],"Gait":[57],"Analysis.":[58],"More":[59],"in":[60],"details,":[61],"firstly,":[62],"propose":[64],"framework":[66],"for":[67,168],"fall":[68,80],"detection":[69],"system.":[70],"Secondly,":[71],"discussed":[73],"proposed":[75],"DLFD":[76],"which":[78,121],"exploits":[79],"non-fall":[82],"RGB":[83],"video":[84],"to":[85,156,163],"extract":[86],"gait":[87],"features":[88],"using":[89,97],"MediaPipe":[90],"framework,":[91],"applies":[92],"normalization":[93],"algorithm":[94],"classifies":[96],"bi-directional":[98],"Long":[99],"Short-Term":[100],"Memory":[101],"(bi-LSTM)":[102],"model.":[103],"Finally,":[104],"model":[106,136],"tested":[108],"on":[109],"collected":[110],"three":[111],"datasets":[113],"434x2":[115],"videos(more":[116],"than":[117],"1":[118],"million":[119],"frames)":[120],"consists":[122],"different":[124],"activities":[125],"varieties":[127],"falls.":[129],"The":[130],"experimental":[131],"results":[132],"show":[133],"that":[134],"can":[137],"achieve":[138],"accuracy":[140],"96.35%":[142],"reveals":[144],"effectiveness":[146],"proposal.":[149],"This":[150,172],"could":[151],"play":[152],"significant":[154],"role":[155],"alleviate":[157],"falls":[158],"problem":[159],"by":[160],"immediate":[161],"alerting":[162],"emergency":[164],"relevant":[166],"teams":[167],"taking":[169],"necessary":[170],"actions.":[171],"will":[173],"speed":[174],"up":[175],"assistance":[177],"proceedings,":[178],"reduce":[179],"prolonged":[183],"injury":[184],"save":[186],"lives.":[187]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
