{"id":"https://openalex.org/W2977407624","doi":"https://doi.org/10.1109/ijcnn.2019.8852046","title":"Face Attribute Prediction in Live Video using Fusion of Features and Deep Neural Networks","display_name":"Face Attribute Prediction in Live Video using Fusion of Features and Deep Neural Networks","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2977407624","doi":"https://doi.org/10.1109/ijcnn.2019.8852046","mag":"2977407624"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2019.8852046","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2019.8852046","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Joint Conference on Neural Networks (IJCNN)","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/A5001984505","display_name":"Sudarsini Tekkam Gnanasekar","orcid":null},"institutions":[{"id":"https://openalex.org/I168635309","display_name":"University of Calgary","ror":"https://ror.org/03yjb2x39","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Sudarsini Tekkam Gnanasekar","raw_affiliation_strings":["Biometric Technologies Laboratory, University of Calgary, Alberta, Canada"],"affiliations":[{"raw_affiliation_string":"Biometric Technologies Laboratory, University of Calgary, Alberta, Canada","institution_ids":["https://openalex.org/I168635309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085946799","display_name":"Svetlana Yanushkevich","orcid":"https://orcid.org/0000-0003-4794-9849"},"institutions":[{"id":"https://openalex.org/I168635309","display_name":"University of Calgary","ror":"https://ror.org/03yjb2x39","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Svetlana Yanushkevich","raw_affiliation_strings":["Biometric Technologies Laboratory, University of Calgary, Alberta, Canada"],"affiliations":[{"raw_affiliation_string":"Biometric Technologies Laboratory, University of Calgary, Alberta, Canada","institution_ids":["https://openalex.org/I168635309"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5001984505"],"corresponding_institution_ids":["https://openalex.org/I168635309"],"apc_list":null,"apc_paid":null,"fwci":0.2024,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.5424893,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":1.0,"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/T11448","display_name":"Face recognition and analysis","score":1.0,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9977999925613403,"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/T10057","display_name":"Face and Expression Recognition","score":0.9976000189781189,"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":0.7019118666648865},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.630782425403595},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5621306896209717},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.5514178276062012},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5156573057174683},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36211097240448},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3601837158203125},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35024362802505493}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7019118666648865},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.630782425403595},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5621306896209717},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.5514178276062012},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5156573057174683},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36211097240448},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3601837158203125},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35024362802505493},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn.2019.8852046","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2019.8852046","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Joint Conference on Neural Networks (IJCNN)","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":31,"referenced_works":["https://openalex.org/W1599238028","https://openalex.org/W1834627138","https://openalex.org/W1903029394","https://openalex.org/W1989085630","https://openalex.org/W2087347434","https://openalex.org/W2097117768","https://openalex.org/W2109943925","https://openalex.org/W2130306094","https://openalex.org/W2155893237","https://openalex.org/W2163605009","https://openalex.org/W2164598857","https://openalex.org/W2184356410","https://openalex.org/W2194775991","https://openalex.org/W2295124130","https://openalex.org/W2295830131","https://openalex.org/W2341528187","https://openalex.org/W2342662179","https://openalex.org/W2754125855","https://openalex.org/W2766191760","https://openalex.org/W2802771883","https://openalex.org/W2962786991","https://openalex.org/W2962820349","https://openalex.org/W2963309598","https://openalex.org/W2963696494","https://openalex.org/W3101998545","https://openalex.org/W6635793669","https://openalex.org/W6679349572","https://openalex.org/W6684191040","https://openalex.org/W6686868605","https://openalex.org/W6739326283","https://openalex.org/W6743791556"],"related_works":["https://openalex.org/W2099421762","https://openalex.org/W2530546662","https://openalex.org/W2961085424","https://openalex.org/W2391251536","https://openalex.org/W2967030268","https://openalex.org/W2185253430","https://openalex.org/W2362198218","https://openalex.org/W4210345652","https://openalex.org/W1982750869","https://openalex.org/W2019521278"],"abstract_inverted_index":{"Face":[0],"attribute":[1,105],"analysis":[2],"from":[3,119],"live":[4,131],"video":[5,132],"is":[6,15,144],"a":[7,16,95,110],"valuable":[8],"aide":[9],"in":[10,22],"biometric-based":[11],"person":[12],"identification.":[13],"This":[14],"challenging":[17],"task":[18],"due":[19],"to":[20,102],"variations":[21],"lighting,":[23],"occlusion,":[24],"pose":[25],"and":[26,36,59,151],"other":[27],"variables.":[28],"To":[29],"address":[30],"it,":[31],"we":[32,93],"propose":[33],"an":[34,134],"effective":[35],"robust":[37],"approach:":[38],"extract":[39],"the":[40,48,64,69,75,88,99,104,116,120,124,140,147,155],"face":[41],"features":[42,86,101,117,142],"using":[43,87,139],"certain":[44],"selected":[45],"layers":[46,122],"of":[47,123,137],"pre-trained":[49],"Convolutional":[50],"Neural":[51],"Network":[52],"(CNN)":[53],"models":[54],"such":[55],"as":[56],"AlexNet,":[57],"GoogleNet":[58],"ResNet50.":[60],"We":[61,107],"focus":[62],"on":[63,98,130,159],"intermediate":[65,121],"CNN":[66],"layers,":[67],"since":[68],"reported":[70,153],"experimental":[71],"results":[72,77,148],"suggest":[73],"that":[74],"best":[76],"may":[78],"not":[79],"always":[80],"be":[81],"obtained":[82],"when":[83],"extracting":[84],"deep":[85],"fully":[89],"connected":[90],"layers.":[91],"Next,":[92],"train":[94],"linear":[96],"SVM":[97],"extracted":[100,118],"perform":[103],"classification.":[106],"also":[108],"apply":[109],"feature":[111],"level":[112],"fusion":[113],"by":[114],"concatenating":[115],"aforementioned":[125],"networks.":[126],"Our":[127],"approach":[128],"applied":[129,157],"achieves":[133],"average":[135],"accuracy":[136],"89.40%":[138],"fused":[141],"which":[143],"better":[145],"than":[146],"(between":[149],"86.6%":[150],"87%)":[152],"for":[154],"CNNs":[156],"only":[158],"static":[160],"images.":[161]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
