{"id":"https://openalex.org/W4403534596","doi":"https://doi.org/10.1109/codit62066.2024.10708517","title":"Handwritten Signature Recognition using Parallel CNNs and Transfer Learning for Forensics","display_name":"Handwritten Signature Recognition using Parallel CNNs and Transfer Learning for Forensics","publication_year":2024,"publication_date":"2024-07-01","ids":{"openalex":"https://openalex.org/W4403534596","doi":"https://doi.org/10.1109/codit62066.2024.10708517"},"language":"en","primary_location":{"id":"doi:10.1109/codit62066.2024.10708517","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit62066.2024.10708517","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 10th International Conference on Control, Decision and Information Technologies (CoDIT)","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/A5037252341","display_name":"Jaouhar Fattahi","orcid":"https://orcid.org/0000-0002-3905-9099"},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jaouhar Fattahi","raw_affiliation_strings":["Laval University,Department of Computer Science and Software Engineering,Quebec,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laval University,Department of Computer Science and Software Engineering,Quebec,Canada","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107453660","display_name":"Feriel Sghaier","orcid":null},"institutions":[{"id":"https://openalex.org/I179097149","display_name":"University of Carthage","ror":"https://ror.org/057x6za15","country_code":"TN","type":"education","lineage":["https://openalex.org/I179097149"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Feriel Sghaier","raw_affiliation_strings":["Carthage University,Carthage National Engineering School,Tunis,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carthage University,Carthage National Engineering School,Tunis,Tunisia","institution_ids":["https://openalex.org/I179097149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089512218","display_name":"Mohamed Mejri","orcid":"https://orcid.org/0000-0003-4820-3176"},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mohamed Mejri","raw_affiliation_strings":["Laval University,Department of Computer Science and Software Engineering,Quebec,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laval University,Department of Computer Science and Software Engineering,Quebec,Canada","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068087634","display_name":"Ridha Ghayoula","orcid":"https://orcid.org/0000-0002-3893-6977"},"institutions":[{"id":"https://openalex.org/I154799132","display_name":"Universit\u00e9 de Moncton","ror":"https://ror.org/029tnqt29","country_code":"CA","type":"education","lineage":["https://openalex.org/I154799132"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ridha Ghayoula","raw_affiliation_strings":["University of Moncton,Faculty of Engineering,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Moncton,Faculty of Engineering,Canada","institution_ids":["https://openalex.org/I154799132"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076319414","display_name":"Emil Pricop","orcid":"https://orcid.org/0000-0002-4021-6549"},"institutions":[{"id":"https://openalex.org/I4210090220","display_name":"Petroleum & Gas University of Ploie\u015fti","ror":"https://ror.org/00abdnc40","country_code":"RO","type":"education","lineage":["https://openalex.org/I4210090220"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Emil Pricop","raw_affiliation_strings":["Petroleum-Gas University of Ploie&#x015F;ti,Automatic Control,Computers &#x0026; Electronics Department,Ploie&#x015F;ti,Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Petroleum-Gas University of Ploie&#x015F;ti,Automatic Control,Computers &#x0026; Electronics Department,Ploie&#x015F;ti,Romania","institution_ids":["https://openalex.org/I4210090220"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114319799","display_name":"Baha Eddine Lakdher","orcid":null},"institutions":[{"id":"https://openalex.org/I166928557","display_name":"University of Monastir","ror":"https://ror.org/00nhtcg76","country_code":"TN","type":"education","lineage":["https://openalex.org/I166928557"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Baha Eddine Lakdher","raw_affiliation_strings":["University of Monastir,Faculty of Science,Monastir,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Monastir,Faculty of Science,Monastir,Tunisia","institution_ids":["https://openalex.org/I166928557"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3124,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.82005749,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1697","last_page":"1702"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10601","display_name":"Handwritten Text Recognition Techniques","score":0.993399977684021,"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/T10601","display_name":"Handwritten Text Recognition Techniques","score":0.993399977684021,"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/T12707","display_name":"Vehicle License Plate Recognition","score":0.9452999830245972,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8046478033065796},{"id":"https://openalex.org/keywords/signature","display_name":"Signature (topology)","score":0.7263587117195129},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.49738433957099915},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4917915165424347},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4758843183517456},{"id":"https://openalex.org/keywords/computer-forensics","display_name":"Computer forensics","score":0.457914263010025},{"id":"https://openalex.org/keywords/signature-recognition","display_name":"Signature recognition","score":0.4412076473236084},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.28331971168518066},{"id":"https://openalex.org/keywords/digital-forensics","display_name":"Digital forensics","score":0.13827988505363464},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.0817219614982605}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8046478033065796},{"id":"https://openalex.org/C2779696439","wikidata":"https://www.wikidata.org/wiki/Q7512811","display_name":"Signature (topology)","level":2,"score":0.7263587117195129},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.49738433957099915},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4917915165424347},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4758843183517456},{"id":"https://openalex.org/C556601545","wikidata":"https://www.wikidata.org/wiki/Q878553","display_name":"Computer forensics","level":3,"score":0.457914263010025},{"id":"https://openalex.org/C74370796","wikidata":"https://www.wikidata.org/wiki/Q15924863","display_name":"Signature recognition","level":3,"score":0.4412076473236084},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.28331971168518066},{"id":"https://openalex.org/C84418412","wikidata":"https://www.wikidata.org/wiki/Q3246940","display_name":"Digital forensics","level":2,"score":0.13827988505363464},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0817219614982605},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/codit62066.2024.10708517","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit62066.2024.10708517","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 10th International Conference on Control, Decision and Information Technologies (CoDIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2770129579","https://openalex.org/W3201377238","https://openalex.org/W3201648943","https://openalex.org/W4200250510","https://openalex.org/W4200420051","https://openalex.org/W4200576349","https://openalex.org/W4280636869","https://openalex.org/W4296047714","https://openalex.org/W4304142269","https://openalex.org/W4310269382","https://openalex.org/W4316660865","https://openalex.org/W4319004953","https://openalex.org/W4362625862","https://openalex.org/W4379966709","https://openalex.org/W4380143030","https://openalex.org/W4381738078","https://openalex.org/W4386323017","https://openalex.org/W4387642354","https://openalex.org/W4391807536","https://openalex.org/W4391935881","https://openalex.org/W4392207579","https://openalex.org/W6775926517","https://openalex.org/W6847915364"],"related_works":["https://openalex.org/W3213304460","https://openalex.org/W2612421037","https://openalex.org/W2110905250","https://openalex.org/W3109336838","https://openalex.org/W2091732902","https://openalex.org/W2139474808","https://openalex.org/W1532125613","https://openalex.org/W2165059453","https://openalex.org/W2034211627","https://openalex.org/W40542382"],"abstract_inverted_index":{"Handwritten":[0],"signatures":[1],"hold":[2],"paramount":[3],"importance":[4],"in":[5,95,105],"legal,":[6],"financial,":[7],"and":[8,53,93,119],"administrative":[9],"domains,":[10],"necessitating":[11],"the":[12,42,81,121],"development":[13],"of":[14,46,83,123],"robust":[15],"signature":[16,27,59,96,111],"recognition":[17,28,97],"tools":[18],"for":[19,38],"forensic":[20,39,107],"applications.":[21],"This":[22],"paper":[23],"introduces":[24],"a":[25,87],"handwritten":[26,58],"(HSR)":[29],"model":[30],"employing":[31],"Parallel":[32],"Convolutional":[33],"Neural":[34],"Networks":[35],"(CNN)":[36],"tailored":[37],"endeavors.":[40],"Utilizing":[41],"parallel":[43],"processing":[44],"capabilities":[45],"CNN,":[47],"our":[48,84],"proposed":[49,100],"approach":[50,85,101],"adeptly":[51],"analyzes":[52],"extracts":[54],"discriminative":[55],"features":[56],"from":[57],"images":[60],"to":[61],"facilitate":[62],"precise":[63],"recognition.":[64],"In":[65],"addition,":[66],"we":[67],"leverage":[68],"several":[69],"transfer":[70],"learning":[71],"techniques":[72],"by":[73,109],"parallelizing":[74],"proven":[75],"pre-trained":[76],"CNNs.":[77],"Extensive":[78],"experimentation":[79],"validates":[80],"efficacy":[82],"on":[86],"standard":[88],"dataset,":[89],"demonstrating":[90],"high":[91],"accuracy":[92],"resilience":[94],"tasks.":[98],"The":[99],"exhibits":[102],"substantial":[103],"promise":[104],"augmenting":[106],"investigations":[108],"automating":[110],"verification":[112],"processes,":[113],"thereby":[114],"bolstering":[115],"fraud":[116],"detection":[117],"efforts":[118],"upholding":[120],"integrity":[122],"legal":[124],"documentation.":[125]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
