{"id":"https://openalex.org/W3000698475","doi":"https://doi.org/10.1109/ises47678.2019.00056","title":"Hand Gesture Recognition Using PCA Based Deep CNN Reduced Features and SVM Classifier","display_name":"Hand Gesture Recognition Using PCA Based Deep CNN Reduced Features and SVM Classifier","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3000698475","doi":"https://doi.org/10.1109/ises47678.2019.00056","mag":"3000698475"},"language":"en","primary_location":{"id":"doi:10.1109/ises47678.2019.00056","doi":"https://doi.org/10.1109/ises47678.2019.00056","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ises47678.2019.00056","pdf_url":null,"source":{"id":"https://openalex.org/S4363605907","display_name":"IEEE International Symposium on Smart Electronic Systems (iSES)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"2019 IEEE International Symposium on Smart Electronic Systems (iSES) (Formerly iNiS)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5010758410","display_name":"Jaya Prakash Sahoo","orcid":"https://orcid.org/0000-0001-9016-6546","observed_orcids":["https://orcid.org/0000-0001-9016-6546"]},"institutions":[{"id":"https://openalex.org/I16292982","display_name":"National Institute of Technology Rourkela","ror":"https://ror.org/011gmn932","country_code":"IN","type":"education","lineage":["https://openalex.org/I16292982"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jaya Prakash Sahoo","raw_affiliation_strings":["Department of Electronics and Communication Engineering, National Institute of Technology, Rourkela, Odisha, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, National Institute of Technology, Rourkela, Odisha, India","institution_ids":["https://openalex.org/I16292982"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031738703","display_name":"Samit Ari","orcid":"https://orcid.org/0000-0002-5599-081X","observed_orcids":["https://orcid.org/0000-0002-5599-081X"]},"institutions":[{"id":"https://openalex.org/I16292982","display_name":"National Institute of Technology Rourkela","ror":"https://ror.org/011gmn932","country_code":"IN","type":"education","lineage":["https://openalex.org/I16292982"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Samit Ari","raw_affiliation_strings":["Department of Electronics and Communication Engineering, National Institute of Technology, Rourkela, Odisha, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, National Institute of Technology, Rourkela, Odisha, India","institution_ids":["https://openalex.org/I16292982"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075822182","display_name":"Sarat Kumar Patra","orcid":"https://orcid.org/0000-0002-6188-1302","observed_orcids":["https://orcid.org/0000-0002-6188-1302"]},"institutions":[{"id":"https://openalex.org/I4210100893","display_name":"Indian Institute of Information Technology Vadodara","ror":"https://ror.org/0163rt176","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210100893"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sarat Kumar Patra","raw_affiliation_strings":["Indian Institute of Information Technology, Vadodara Gandhinagar, Gujarat, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Information Technology, Vadodara Gandhinagar, Gujarat, India","institution_ids":["https://openalex.org/I4210100893"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.4364,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.93677281,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"221","last_page":"224"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":1.0,"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":1.0,"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":0.0,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hand-gesture-recognition","display_name":"hand gesture recognition","score":0.9810000061988831},{"id":"https://openalex.org/keywords/person-independent-recognition","display_name":"user-independent recognition","score":0.734000027179718},{"id":"https://openalex.org/keywords/deep-feature-extraction","display_name":"deep feature extraction","score":0.7009999752044678},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"dimensionality reduction","score":0.6370000243186951},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.968999981880188},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.7789999842643738},{"id":"https://openalex.org/keywords/american-sign-language","display_name":"American Sign Language","score":0.8759999871253967},{"id":"https://openalex.org/keywords/illumination-variation","display_name":"illumination variation","score":0.5569999814033508},{"id":"https://openalex.org/keywords/leave-one-subject-out-cross-validation","display_name":"leave-one-subject-out cross-validation","score":0.9010000228881836}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8098803758621216},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.7882723212242126},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.788021981716156},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.766674280166626},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.7185614109039307},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.6188940405845642},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.610024094581604},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5223830342292786},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.4944596290588379},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.49104809761047363},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.44494959712028503},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3885616362094879}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ises47678.2019.00056","doi":"https://doi.org/10.1109/ises47678.2019.00056","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ises47678.2019.00056","pdf_url":null,"source":{"id":"https://openalex.org/S4363605907","display_name":"IEEE International Symposium on Smart Electronic Systems (iSES)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"2019 IEEE International Symposium on Smart Electronic Systems (iSES) (Formerly iNiS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2094645604","https://openalex.org/W2113819043","https://openalex.org/W2126326837","https://openalex.org/W2163605009","https://openalex.org/W2305645275","https://openalex.org/W2323468314","https://openalex.org/W2747927676","https://openalex.org/W2759220907","https://openalex.org/W2768514114","https://openalex.org/W2771281733","https://openalex.org/W2801177105","https://openalex.org/W2894027118","https://openalex.org/W6676925370"],"related_works":["https://openalex.org/W4322703872","https://openalex.org/W3126236590","https://openalex.org/W1610566672","https://openalex.org/W4389888104","https://openalex.org/W2121439273","https://openalex.org/W2036219965","https://openalex.org/W2983540580","https://openalex.org/W2568538594","https://openalex.org/W6968900263","https://openalex.org/W2502462643"],"abstract_inverted_index":{"Automatic":[0],"recognition":[1,39,48,96,142],"of":[2,75,112,123,146],"vision":[3],"based":[4,83,133],"static":[5,174],"hand":[6,20,37,175],"gesture":[7,38,47,92,141,176],"images":[8],"is":[9,50,88,98,150,165,191],"a":[10,34],"challenging":[11],"task":[12],"due":[13],"to":[14,32,90,195],"illumination":[15],"changes,":[16],"diversity":[17],"in":[18,140],"user":[19,35],"shape":[21],"and":[22,73,107,110,158],"high":[23],"inter":[24],"class":[25],"similarities.":[26],"This":[27],"paper":[28],"proposes":[29],"novel":[30],"techniques":[31],"develop":[33],"independent":[36],"system,":[40],"considering":[41],"the":[42,46,60,101,114,147,180,188],"above":[43],"challenges.":[44],"First,":[45],"performance":[49,145],"analyzed":[51],"using":[52,100,128,152,178],"proposed":[53,148,189],"pre-trained":[54,76],"AlexNet":[55],"features.":[56],"In":[57],"this":[58],"proposition":[59],"deep":[61,102,124],"features":[62,125],"are":[63,126],"extracted":[64,104],"from":[65,105],"fully":[66],"connected":[67],"(FC)":[68],"layers":[69],"such":[70],"as":[71,193],"'FC6":[72,106],"'FC7'":[74,108],"AlexNet.":[77],"A":[78],"support":[79],"vector":[80,116],"machine":[81],"(SVM)":[82],"classifier":[84],"with":[85,117],"linear":[86],"kernel":[87],"used":[89],"classify":[91],"poses.":[93],"The":[94,144,162,183],"highest":[95],"accuracy":[97],"evaluated":[99,151],"feature":[103,115,121],"independently":[109],"combination":[111],"both":[113,179],"SVM":[118],"classifier.":[119],"Second,":[120],"dimension":[122,134],"reduced":[127],"principal":[129],"component":[130],"analysis":[131,164],"(PCA)":[132],"reduction":[135],"technique":[136,149,190],"for":[137],"further":[138],"improvement":[139],"accuracy.":[143],"leave-one-subject-out":[153],"cross":[154],"validation":[155],"(LOO":[156],"CV)":[157],"holdout":[159],"CV":[160,181],"test.":[161,182],"extensive":[163],"performed":[166],"on":[167],"36":[168],"American":[169],"Sign":[170],"Language":[171],"(ASL)":[172],"benchmark":[173],"dataset":[177],"experimental":[184],"result":[185],"shows":[186],"that,":[187],"superior":[192],"compared":[194],"state-of-the-art":[196],"techniques.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":3}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2020-01-23T00:00:00"}
