{"id":"https://openalex.org/W4400057092","doi":"https://doi.org/10.1007/s10462-024-10816-0","title":"Silent no more: a comprehensive review of artificial intelligence, deep learning, and machine learning in facilitating deaf and mute communication","display_name":"Silent no more: a comprehensive review of artificial intelligence, deep learning, and machine learning in facilitating deaf and mute communication","publication_year":2024,"publication_date":"2024-06-26","ids":{"openalex":"https://openalex.org/W4400057092","doi":"https://doi.org/10.1007/s10462-024-10816-0"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-024-10816-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10816-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10816-0.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10816-0.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112969207","display_name":"Hanaa ZainEldin","orcid":null},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Hanaa ZainEldin","raw_affiliation_strings":["Computers and Control Systems Engineering Department, Faculty of Engineering, Mansoura University, Mansoura, 46421, Egypt"],"affiliations":[{"raw_affiliation_string":"Computers and Control Systems Engineering Department, Faculty of Engineering, Mansoura University, Mansoura, 46421, Egypt","institution_ids":["https://openalex.org/I159247623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027327484","display_name":"Samah A. Gamel","orcid":"https://orcid.org/0000-0003-1753-030X"},"institutions":[{"id":"https://openalex.org/I126427551","display_name":"Damietta University","ror":"https://ror.org/035h3r191","country_code":"EG","type":"education","lineage":["https://openalex.org/I126427551"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Samah A. Gamel","raw_affiliation_strings":["Electronics & Communication Engineering Department, Faculty of Engineering, Horus University, New Damietta, Egypt"],"affiliations":[{"raw_affiliation_string":"Electronics & Communication Engineering Department, Faculty of Engineering, Horus University, New Damietta, Egypt","institution_ids":["https://openalex.org/I126427551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037222998","display_name":"Fatma M. Talaat","orcid":"https://orcid.org/0000-0001-6116-2191"},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]},{"id":"https://openalex.org/I130309236","display_name":"Kafrelsheikh University","ror":"https://ror.org/04a97mm30","country_code":"EG","type":"education","lineage":["https://openalex.org/I130309236"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Fatma M. Talaat","raw_affiliation_strings":["Faculty of Artificial Intelligence, Kafrelsheikh University, Kafrelsheikh, 33516, Egypt","Faculty of Computer Science & Engineering, New Mansoura University, Gamasa, 35712, Egypt","Nile Higher Institute for Engineering and Technology, Mansoura, Egypt"],"affiliations":[{"raw_affiliation_string":"Faculty of Artificial Intelligence, Kafrelsheikh University, Kafrelsheikh, 33516, Egypt","institution_ids":["https://openalex.org/I130309236"]},{"raw_affiliation_string":"Faculty of Computer Science & Engineering, New Mansoura University, Gamasa, 35712, Egypt","institution_ids":["https://openalex.org/I159247623"]},{"raw_affiliation_string":"Nile Higher Institute for Engineering and Technology, Mansoura, Egypt","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067197579","display_name":"Mansourah Aljohani","orcid":"https://orcid.org/0000-0001-5233-7738"},"institutions":[{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mansourah Aljohani","raw_affiliation_strings":["College of Computer Science and Engineering, Taibah University, Yanbu, 46421, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Taibah University, Yanbu, 46421, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021472424","display_name":"Nadiah A. Baghdadi","orcid":"https://orcid.org/0000-0003-3264-0179"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Nadiah A. Baghdadi","raw_affiliation_strings":["Nursing Management and Education Department, College of Nursing, Princess Nourah Bint Abdulrahman University, Riyadh, 11671, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Nursing Management and Education Department, College of Nursing, Princess Nourah Bint Abdulrahman University, Riyadh, 11671, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002819875","display_name":"Amer Malki","orcid":"https://orcid.org/0000-0003-3894-3293"},"institutions":[{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Amer Malki","raw_affiliation_strings":["College of Computer Science and Engineering, Taibah University, Yanbu, 46421, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Taibah University, Yanbu, 46421, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083427785","display_name":"Mahmoud Badawy","orcid":"https://orcid.org/0000-0002-0120-3235"},"institutions":[{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]},{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG","SA"],"is_corresponding":true,"raw_author_name":"Mahmoud Badawy","raw_affiliation_strings":["Computer Science and Information Department, Applied College, Taibah University, Madinah, 41461, Saudi Arabia","Computers and Control Systems Engineering Department, Faculty of Engineering, Mansoura University, Mansoura, 46421, Egypt"],"affiliations":[{"raw_affiliation_string":"Computer Science and Information Department, Applied College, Taibah University, Madinah, 41461, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]},{"raw_affiliation_string":"Computers and Control Systems Engineering Department, Faculty of Engineering, Mansoura University, Mansoura, 46421, Egypt","institution_ids":["https://openalex.org/I159247623"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028898335","display_name":"Mostafa A. Elhosseini","orcid":"https://orcid.org/0000-0002-1259-6193"},"institutions":[{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]},{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG","SA"],"is_corresponding":false,"raw_author_name":"Mostafa A. Elhosseini","raw_affiliation_strings":["College of Computer Science and Engineering, Taibah University, Yanbu, 46421, Saudi Arabia","Computers and Control Systems Engineering Department, Faculty of Engineering, Mansoura University, Mansoura, 46421, Egypt"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Taibah University, Yanbu, 46421, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]},{"raw_affiliation_string":"Computers and Control Systems Engineering Department, Faculty of Engineering, Mansoura University, Mansoura, 46421, Egypt","institution_ids":["https://openalex.org/I159247623"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5083427785"],"corresponding_institution_ids":["https://openalex.org/I159247623","https://openalex.org/I23075662"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":31.2489,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.99831211,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"57","issue":"7","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11285","display_name":"Hearing Impairment and Communication","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11285","display_name":"Hearing Impairment and Communication","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9957000017166138,"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/T10914","display_name":"Tactile and Sensory Interactions","score":0.9258999824523926,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7095813155174255},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6325355768203735},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.548620343208313},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37498894333839417}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7095813155174255},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6325355768203735},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.548620343208313},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37498894333839417}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-024-10816-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10816-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10816-0.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-024-10816-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10816-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10816-0.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8299999833106995,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G4006217977","display_name":null,"funder_award_id":"KSRG-2023-435","funder_id":"https://openalex.org/F4320330363","funder_display_name":"King Salman Center for Disability Research"}],"funders":[{"id":"https://openalex.org/F4320330363","display_name":"King Salman Center for Disability Research","ror":"https://ror.org/01ht2b307"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400057092.pdf"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W1506441995","https://openalex.org/W2043669972","https://openalex.org/W2161755782","https://openalex.org/W2174125143","https://openalex.org/W2576683119","https://openalex.org/W2723878059","https://openalex.org/W2784264665","https://openalex.org/W2804434818","https://openalex.org/W2916323930","https://openalex.org/W2917550689","https://openalex.org/W2949497754","https://openalex.org/W2968577682","https://openalex.org/W2969625533","https://openalex.org/W2995336103","https://openalex.org/W3017061403","https://openalex.org/W3106650195","https://openalex.org/W3111243176","https://openalex.org/W3130894836","https://openalex.org/W3131871172","https://openalex.org/W3135028703","https://openalex.org/W3136945935","https://openalex.org/W3145891875","https://openalex.org/W3153990350","https://openalex.org/W3155739706","https://openalex.org/W3157886143","https://openalex.org/W3173165109","https://openalex.org/W3185691034","https://openalex.org/W3186011063","https://openalex.org/W3186320423","https://openalex.org/W3191703411","https://openalex.org/W3194730353","https://openalex.org/W3214493799","https://openalex.org/W4205172069","https://openalex.org/W4224212445","https://openalex.org/W4225716729","https://openalex.org/W4285392741","https://openalex.org/W4289111271","https://openalex.org/W4297965481","https://openalex.org/W4312938691","https://openalex.org/W4313313303","https://openalex.org/W4313398126","https://openalex.org/W4317794530","https://openalex.org/W4318969506","https://openalex.org/W4320028519","https://openalex.org/W4321249043","https://openalex.org/W4322588017","https://openalex.org/W4322740421","https://openalex.org/W4360868564","https://openalex.org/W4362663195","https://openalex.org/W4366425747","https://openalex.org/W4376109731","https://openalex.org/W4376624157","https://openalex.org/W4377104450","https://openalex.org/W4378977177","https://openalex.org/W4381805436","https://openalex.org/W4381956241","https://openalex.org/W4383617024","https://openalex.org/W4385172840","https://openalex.org/W4390576511","https://openalex.org/W4393308876","https://openalex.org/W6815470332"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W2961085424","https://openalex.org/W3215138031","https://openalex.org/W4306674287","https://openalex.org/W3009238340","https://openalex.org/W4321369474","https://openalex.org/W4360585206","https://openalex.org/W4285208911","https://openalex.org/W3046775127","https://openalex.org/W3082895349"],"abstract_inverted_index":{"Abstract":[0],"People":[1],"who":[2,24,80,172],"often":[3,25],"communicate":[4],"via":[5],"sign":[6,29,45,95],"language":[7,46,96],"are":[8,81,173],"essential":[9],"to":[10,38,51,75,138,154,168],"our":[11],"society":[12],"and":[13,66,83,100,110,115,128,136,183],"significantly":[14],"contribute.":[15],"They":[16],"struggle":[17],"with":[18,33],"communication":[19,77,141,169],"mostly":[20],"because":[21],"other":[22],"people,":[23],"do":[26],"not":[27],"understand":[28],"language,":[30],"cannot":[31],"interact":[32],"them.":[34],"It":[35],"is":[36],"necessary":[37],"develop":[39],"a":[40,53,155],"dependable":[41],"system":[42],"for":[43,78,117,143,170],"automatic":[44],"recognition.":[47],"This":[48,86],"paper":[49],"aims":[50],"provide":[52],"comprehensive":[54],"review":[55],"of":[56,91,108,149,158,162,180],"the":[57,105,118,121,126,140,144,159,178],"advancements":[58],"in":[59,112,131,165,177],"artificial":[60],"intelligence":[61],"(AI),":[62],"deep":[63,134],"learning":[64,68],"(DL),":[65],"machine":[67],"(ML)":[69],"technologies":[70,164],"that":[71],"have":[72],"been":[73],"used":[74],"facilitate":[76],"individuals":[79,171],"deaf":[82],"mute":[84],"(D\u2013M).":[85],"study":[87],"explores":[88],"various":[89],"applications":[90],"these":[92,163],"technologies,":[93],"including":[94],"interpretation,":[97],"speech":[98],"recognition,":[99],"text-to-speech":[101],"synthesis.":[102],"By":[103],"examining":[104],"current":[106],"state":[107],"research":[109],"development":[111,179],"AI,":[113,133],"ML,":[114],"DL":[116],"D\u2013M":[119,145],"field,":[120],"survey":[122,151],"sheds":[123],"light":[124],"on":[125],"potential":[127,160],"challenges":[129],"faced":[130],"utilizing":[132],"learning,":[135],"ML":[137],"bridge":[139],"gap":[142],"community.":[146],"The":[147],"findings":[148],"this":[150],"will":[152],"contribute":[153],"greater":[156],"understanding":[157],"impact":[161],"improving":[166],"access":[167],"D\u2013M,":[174],"thereby":[175],"aiding":[176],"more":[181],"inclusive":[182],"accessible":[184],"solutions.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":28},{"year":2024,"cited_by_count":7}],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}
