{"id":"https://openalex.org/W4402688456","doi":"https://doi.org/10.3233/faia240390","title":"Recognition of Handwritten Tamazight Characters Using ResNet, MobileNet and VGG Transfer Learning","display_name":"Recognition of Handwritten Tamazight Characters Using ResNet, MobileNet and VGG Transfer Learning","publication_year":2024,"publication_date":"2024-09-18","ids":{"openalex":"https://openalex.org/W4402688456","doi":"https://doi.org/10.3233/faia240390"},"language":"en","primary_location":{"id":"doi:10.3233/faia240390","is_oa":false,"landing_page_url":"http://doi.org/10.3233/faia240390","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","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":["Department of Computer Science and Software Engineering, Laval University, 2325, rue de l\u2019Universit\u00e9, Qu\u00e9bec (Qu\u00e9bec) G1V 0A6, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Laval University, 2325, rue de l\u2019Universit\u00e9, Qu\u00e9bec (Qu\u00e9bec) G1V 0A6, 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":["Ecole Nationale d\u2019Ing\u00e9nieurs de Carthage, Universit\u00e9 de Carthage, Tunis, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ecole Nationale d\u2019Ing\u00e9nieurs de Carthage, Universit\u00e9 de Carthage, 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":["Department of Computer Science and Software Engineering, Laval University, 2325, rue de l\u2019Universit\u00e9, Qu\u00e9bec (Qu\u00e9bec) G1V 0A6, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Laval University, 2325, rue de l\u2019Universit\u00e9, Qu\u00e9bec (Qu\u00e9bec) G1V 0A6, Canada","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092467259","display_name":"Elyes Manai","orcid":"https://orcid.org/0000-0003-1386-6201"},"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":"Elyes Manai","raw_affiliation_strings":["Department of Computer Science and Software Engineering, Laval University, 2325, rue de l\u2019Universit\u00e9, Qu\u00e9bec (Qu\u00e9bec) G1V 0A6, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Laval University, 2325, rue de l\u2019Universit\u00e9, Qu\u00e9bec (Qu\u00e9bec) G1V 0A6, Canada","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"last","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":["Faculty of Engineering, Information Systems Department, University of Moncton, New Brunswick, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Information Systems Department, University of Moncton, New Brunswick, Canada","institution_ids":["https://openalex.org/I154799132"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.33209899,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10601","display_name":"Handwritten Text Recognition Techniques","score":0.9921000003814697,"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":0.9921000003814697,"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/residual-neural-network","display_name":"Residual neural network","score":0.6727899312973022},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.540124237537384},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5314770340919495},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4710067808628082},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33421990275382996},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.15295356512069702}],"concepts":[{"id":"https://openalex.org/C2944601119","wikidata":"https://www.wikidata.org/wiki/Q43744058","display_name":"Residual neural network","level":3,"score":0.6727899312973022},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.540124237537384},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5314770340919495},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4710067808628082},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33421990275382996},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.15295356512069702}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia240390","is_oa":false,"landing_page_url":"http://doi.org/10.3233/faia240390","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4205117943","https://openalex.org/W2033914206","https://openalex.org/W3123837699","https://openalex.org/W2042327336","https://openalex.org/W3179744494","https://openalex.org/W4362670567","https://openalex.org/W2882771868","https://openalex.org/W3162785402","https://openalex.org/W4224930320"],"abstract_inverted_index":{"The":[0],"Tamazight":[1,32,58,122,155],"civilization":[2],"stands":[3],"as":[4],"a":[5,79,107],"significant":[6],"cultural":[7,23,41,52,156],"entity,":[8],"marked":[9],"by":[10],"its":[11,71],"linguistic":[12],"diversity,":[13],"historical":[14],"legacy,":[15],"and":[16,43,104,139,152],"scriptural":[17],"traditions,":[18,30],"which":[19],"collectively":[20],"enrich":[21],"the":[22,31,47,63,113,119,129,137,147,154],"tapestry":[24],"of":[25,40,49,66,115,121,131,141,150],"North":[26],"Africa.":[27],"Among":[28],"these":[29,116],"handwritten":[33,59,123],"script":[34,142],"assumes":[35],"particular":[36],"importance,":[37],"embodying":[38],"centuries":[39],"identity":[42],"artistic":[44],"expression.":[45],"Recognizing":[46],"imperative":[48],"safeguarding":[50],"this":[51,74],"heritage,":[53],"our":[54],"study":[55],"focuses":[56],"on":[57],"character":[60,124],"recognition.":[61,125],"Leveraging":[62],"strategic":[64],"application":[65],"Transfer":[67,76,99,132],"Learning,":[68],"we":[69,111],"explore":[70],"efficacy":[72,114],"in":[73,118],"domain.":[75],"Learning":[77,100,133],"presents":[78],"robust":[80],"framework":[81],"wherein":[82],"pre-existing":[83],"models":[84],"are":[85],"adapted":[86],"for":[87],"specific":[88],"tasks":[89],"despite":[90],"limited":[91],"data":[92],"availability.":[93],"Our":[94,126],"research":[95],"employs":[96],"three":[97],"prominent":[98],"architectures:":[101],"VGG,":[102],"ResNet,":[103],"MobileNet.":[105],"Through":[106],"rigorous":[108],"comparative":[109],"analysis,":[110],"discern":[112],"methodologies":[117],"context":[120],"findings":[127],"underscore":[128],"potential":[130],"to":[134],"significantly":[135],"augment":[136],"accuracy":[138],"efficiency":[140],"recognition":[143],"systems,":[144],"thereby":[145],"advancing":[146],"overarching":[148],"objective":[149],"preserving":[151],"propagating":[153],"heritage.":[157]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}