{"id":"https://openalex.org/W3120465862","doi":"https://doi.org/10.1109/acit50332.2020.9300067","title":"Human Gait Identification System Based on Transfer Learning","display_name":"Human Gait Identification System Based on Transfer Learning","publication_year":2020,"publication_date":"2020-11-28","ids":{"openalex":"https://openalex.org/W3120465862","doi":"https://doi.org/10.1109/acit50332.2020.9300067","mag":"3120465862"},"language":"en","primary_location":{"id":"doi:10.1109/acit50332.2020.9300067","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit50332.2020.9300067","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 21st International Arab Conference on Information Technology (ACIT)","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/A5055581319","display_name":"Layla Hashem","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138457","display_name":"Islamic University of Lebanon","ror":"https://ror.org/040eqhp13","country_code":"LB","type":"education","lineage":["https://openalex.org/I4210138457"]}],"countries":["LB"],"is_corresponding":true,"raw_author_name":"Layla Hashem","raw_affiliation_strings":["Biomedical Engineering Department, Islamic University of Lebanon, Beirut, Lebanon"],"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Department, Islamic University of Lebanon, Beirut, Lebanon","institution_ids":["https://openalex.org/I4210138457"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064981082","display_name":"Roaa Al-Harakeh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138457","display_name":"Islamic University of Lebanon","ror":"https://ror.org/040eqhp13","country_code":"LB","type":"education","lineage":["https://openalex.org/I4210138457"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Roaa Al-Harakeh","raw_affiliation_strings":["Biomedical Engineering Department, Islamic University of Lebanon, Beirut, Lebanon","Islamic University of Lebanon,Biomedical Engineering Department,Beirut,Lebanon"],"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Department, Islamic University of Lebanon, Beirut, Lebanon","institution_ids":["https://openalex.org/I4210138457"]},{"raw_affiliation_string":"Islamic University of Lebanon,Biomedical Engineering Department,Beirut,Lebanon","institution_ids":["https://openalex.org/I4210138457"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026099799","display_name":"Ali Cherry","orcid":"https://orcid.org/0000-0002-4111-3103"},"institutions":[{"id":"https://openalex.org/I4210138457","display_name":"Islamic University of Lebanon","ror":"https://ror.org/040eqhp13","country_code":"LB","type":"education","lineage":["https://openalex.org/I4210138457"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Ali Cherry","raw_affiliation_strings":["Biomedical Engineering Department, Islamic University of Lebanon, Beirut, Lebanon","Islamic University of Lebanon,Biomedical Engineering Department,Beirut,Lebanon"],"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Department, Islamic University of Lebanon, Beirut, Lebanon","institution_ids":["https://openalex.org/I4210138457"]},{"raw_affiliation_string":"Islamic University of Lebanon,Biomedical Engineering Department,Beirut,Lebanon","institution_ids":["https://openalex.org/I4210138457"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5055581319"],"corresponding_institution_ids":["https://openalex.org/I4210138457"],"apc_list":null,"apc_paid":null,"fwci":0.0858,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.41873198,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"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/T12740","display_name":"Gait Recognition and Analysis","score":1.0,"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/T12740","display_name":"Gait Recognition and Analysis","score":1.0,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9966999888420105,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9926999807357788,"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/biometrics","display_name":"Biometrics","score":0.8705250024795532},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.74229896068573},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7395346760749817},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.6941779255867004},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6381612420082092},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6222280263900757},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5647582411766052},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5393860340118408},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5178189873695374},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5001025199890137},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"Feature engineering","score":0.47668004035949707},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.4720272123813629},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46280258893966675},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4417409896850586},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.43386155366897583},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4327913522720337},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3580237627029419}],"concepts":[{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.8705250024795532},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.74229896068573},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7395346760749817},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.6941779255867004},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6381612420082092},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6222280263900757},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5647582411766052},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5393860340118408},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5178189873695374},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5001025199890137},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.47668004035949707},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.4720272123813629},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46280258893966675},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4417409896850586},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.43386155366897583},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4327913522720337},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3580237627029419},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C42407357","wikidata":"https://www.wikidata.org/wiki/Q521","display_name":"Physiology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acit50332.2020.9300067","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit50332.2020.9300067","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 21st International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1646021195","https://openalex.org/W1663973292","https://openalex.org/W1976045484","https://openalex.org/W2126680226","https://openalex.org/W2149516292","https://openalex.org/W2194775991","https://openalex.org/W2424863629","https://openalex.org/W2796170508","https://openalex.org/W2900135637","https://openalex.org/W2962934676","https://openalex.org/W2963589138","https://openalex.org/W3211663215","https://openalex.org/W6687483927","https://openalex.org/W6696508157"],"related_works":["https://openalex.org/W2076845124","https://openalex.org/W2183964146","https://openalex.org/W2379932303","https://openalex.org/W2095239294","https://openalex.org/W3147744369","https://openalex.org/W2062586268","https://openalex.org/W3185413894","https://openalex.org/W1905194803","https://openalex.org/W2137411393","https://openalex.org/W1923394858"],"abstract_inverted_index":{"Biometric":[0],"identification":[1,35],"systems":[2],"have":[3],"recently":[4],"made":[5],"exponential":[6],"advancements":[7],"in":[8,14,39,63,147,159,171],"term":[9],"of":[10,44,100,122],"complexity":[11],"and":[12,22,52,95,109,119,131,155],"accuracy":[13],"recognition":[15,149],"for":[16,33,71],"security":[17,26,73],"purposes.":[18,74],"Surveillance":[19],"areas":[20],"face":[21,157],"deal":[23],"with":[24],"several":[25],"challenges.":[27],"Gait":[28],"analysis":[29],"is":[30,47,58,88],"a":[31,79,135],"method":[32],"human":[34,40],"through":[36],"biometric":[37,139],"characteristics":[38],"locomotion.":[41],"The":[42,113],"objective":[43],"this":[45,137],"project":[46],"to":[48,60,67,90],"propose":[49],"an":[50,168],"advanced":[51],"accurate":[53],"end-user":[54],"software":[55],"system":[56,140],"that":[57,103,116,150,156],"able":[59,89],"identify":[61],"people":[62,97],"video":[64],"based":[65,77],"according":[66],"their":[68],"gait":[69,148],"signature":[70],"hospital":[72],"Transfer":[75],"learning":[76],"on":[78],"pre-trained":[80],"Convolutional":[81],"Neural":[82],"Network":[83],"has":[84],"been":[85],"used.":[86],"It":[87,162],"extract":[91],"deep":[92],"feature":[93,111],"vectors":[94],"classify":[96],"directly":[98],"instead":[99],"traditional":[101,143],"representations":[102],"include":[104],"computing":[105],"the":[106,117,123,142],"binary":[107],"silhouettes":[108],"hand-crafted":[110],"engineering.":[112],"results":[114],"indicate":[115],"training":[118],"testing":[120],"accuracies":[121],"proposed":[124],"approach":[125],"were":[126],"100":[127],"<sup":[128],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[129],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">%</sup>":[130],"93.57%":[132],"respectively.":[133],"As":[134],"conclusion,":[136],"implemented":[138],"outperforms":[141],"neural":[144],"network":[145],"approaches":[146],"require":[151],"multiple":[152],"parameter":[153],"tuning":[154],"difficulty":[158],"data":[160],"training.":[161],"can":[163],"also":[164],"be":[165],"considered":[166],"as":[167],"effective":[169],"tool":[170],"securing":[172],"healthcare":[173],"field.":[174]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}