{"id":"https://openalex.org/W4411599595","doi":"https://doi.org/10.1109/iotm.001.2400202","title":"Edge-IoT and MLLMs for Education and Scene Understanding: Assisting Vision and Hearing-Impaired Individuals","display_name":"Edge-IoT and MLLMs for Education and Scene Understanding: Assisting Vision and Hearing-Impaired Individuals","publication_year":2025,"publication_date":"2025-06-24","ids":{"openalex":"https://openalex.org/W4411599595","doi":"https://doi.org/10.1109/iotm.001.2400202"},"language":"en","primary_location":{"id":"doi:10.1109/iotm.001.2400202","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iotm.001.2400202","pdf_url":null,"source":{"id":"https://openalex.org/S4210201254","display_name":"IEEE Internet of Things Magazine","issn_l":"2576-3180","issn":["2576-3180","2576-3199"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Magazine","raw_type":"journal-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/A5025252165","display_name":"Mourad Raif","orcid":null},"institutions":[{"id":"https://openalex.org/I75880681","display_name":"Hassania School of Public Works","ror":"https://ror.org/01ye8vh67","country_code":"MA","type":"education","lineage":["https://openalex.org/I75880681"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mourad Raif","raw_affiliation_strings":["Hassania School of Public Works,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hassania School of Public Works,Morocco","institution_ids":["https://openalex.org/I75880681"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054316922","display_name":"Hasna Chaibi","orcid":"https://orcid.org/0000-0002-9003-548X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hasna Chaibi","raw_affiliation_strings":["Molay Ismail University Morocco,Polydisciplinary Faculty,Errachidia,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Molay Ismail University Morocco,Polydisciplinary Faculty,Errachidia,Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032153224","display_name":"Nordine Quadar","orcid":"https://orcid.org/0009-0002-0782-5825"},"institutions":[{"id":"https://openalex.org/I51768193","display_name":"Royal Military College of Canada","ror":"https://ror.org/04yr71909","country_code":"CA","type":"education","lineage":["https://openalex.org/I51768193"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Nordine Quadar","raw_affiliation_strings":["Royal Military College of Canada,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Royal Military College of Canada,Canada","institution_ids":["https://openalex.org/I51768193"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109424612","display_name":"Abdessamad El Rharras","orcid":"https://orcid.org/0000-0003-2537-8459"},"institutions":[{"id":"https://openalex.org/I75880681","display_name":"Hassania School of Public Works","ror":"https://ror.org/01ye8vh67","country_code":"MA","type":"education","lineage":["https://openalex.org/I75880681"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdessamad El Rharras","raw_affiliation_strings":["Hassania School of Public Works,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hassania School of Public Works,Morocco","institution_ids":["https://openalex.org/I75880681"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064506479","display_name":"Rachid Saadane","orcid":"https://orcid.org/0000-0002-0197-8313"},"institutions":[{"id":"https://openalex.org/I75880681","display_name":"Hassania School of Public Works","ror":"https://ror.org/01ye8vh67","country_code":"MA","type":"education","lineage":["https://openalex.org/I75880681"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Rachid Saadane","raw_affiliation_strings":["Hassania School of Public Works,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hassania School of Public Works,Morocco","institution_ids":["https://openalex.org/I75880681"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9042,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74810009,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"8","issue":"4","first_page":"30","last_page":"36"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13382","display_name":"Robotics and Automated Systems","score":0.9101999998092651,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13382","display_name":"Robotics and Automated Systems","score":0.9101999998092651,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/hearing-impaired","display_name":"Hearing impaired","score":0.7801576852798462},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.571089506149292},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5042184591293335},{"id":"https://openalex.org/keywords/low-vision","display_name":"Low vision","score":0.4908011853694916},{"id":"https://openalex.org/keywords/visually-impaired","display_name":"Visually impaired","score":0.4890201985836029},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.42292144894599915},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.42161762714385986},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3990868926048279},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3226114511489868},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3175238370895386},{"id":"https://openalex.org/keywords/optometry","display_name":"Optometry","score":0.25499892234802246},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.1931530237197876},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1591021716594696},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.10779321193695068}],"concepts":[{"id":"https://openalex.org/C3020736805","wikidata":"https://www.wikidata.org/wiki/Q16035842","display_name":"Hearing impaired","level":2,"score":0.7801576852798462},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.571089506149292},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5042184591293335},{"id":"https://openalex.org/C2983447183","wikidata":"https://www.wikidata.org/wiki/Q737460","display_name":"Low vision","level":2,"score":0.4908011853694916},{"id":"https://openalex.org/C3020106864","wikidata":"https://www.wikidata.org/wiki/Q737460","display_name":"Visually impaired","level":2,"score":0.4890201985836029},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.42292144894599915},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.42161762714385986},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3990868926048279},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3226114511489868},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3175238370895386},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.25499892234802246},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.1931530237197876},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1591021716594696},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.10779321193695068}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iotm.001.2400202","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iotm.001.2400202","pdf_url":null,"source":{"id":"https://openalex.org/S4210201254","display_name":"IEEE Internet of Things Magazine","issn_l":"2576-3180","issn":["2576-3180","2576-3199"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.6200000047683716}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2986713830","https://openalex.org/W4317418809","https://openalex.org/W4387207924","https://openalex.org/W4390872391","https://openalex.org/W4403576958","https://openalex.org/W4406412106","https://openalex.org/W6787383887","https://openalex.org/W6860891492","https://openalex.org/W6861457850","https://openalex.org/W6863448201","https://openalex.org/W6864239815"],"related_works":["https://openalex.org/W2991909197","https://openalex.org/W2920788360","https://openalex.org/W1964707385","https://openalex.org/W41486196","https://openalex.org/W2911796982","https://openalex.org/W2942965941","https://openalex.org/W2266001129","https://openalex.org/W4391024716","https://openalex.org/W1993032763","https://openalex.org/W2047233889"],"abstract_inverted_index":{"The":[0,85],"rapid":[1],"advancement":[2],"of":[3,67,82,92,116,150],"IoT":[4],"and":[5,27,46,65,73,102,135,148,176],"edge":[6,93],"computing":[7],"technologies":[8,153],"has":[9],"opened":[10],"new":[11],"horizons":[12],"for":[13,54,108,131,139],"creating":[14],"assistive":[15],"solutions":[16],"tailored":[17],"to":[18,49,62,79,95,159,173],"individuals":[19],"with":[20,25,123,155],"sensory":[21],"impairments,":[22],"particularly":[23],"those":[24],"hearing":[26,133],"vision":[28],"disabilities.":[29],"This":[30,143],"article":[31],"presents":[32],"a":[33,124],"novel":[34],"edge-IoT-based":[35],"framework":[36],"that":[37,76,163,168],"integrates":[38],"multimodal":[39],"large":[40],"language":[41],"models":[42,119],"(MLLMs),":[43],"multi-object":[44],"tracking,":[45],"scene":[47,136],"understanding":[48],"develop":[50],"real-time,":[51],"responsive":[52],"assistance":[53],"impaired":[55,134],"individuals.":[56],"Our":[57],"proposed":[58,86],"system":[59],"is":[60],"designed":[61],"enhance":[63],"accessibility":[64,175],"quality":[66],"life":[68],"by":[69],"providing":[70],"educational":[71],"tools":[72],"entertainment":[74],"options":[75],"cater":[77],"specifically":[78],"the":[80,89,114,132,140,146],"needs":[81],"this":[83],"community.":[84],"solution":[87],"leverages":[88],"computational":[90],"power":[91],"devices":[94],"process":[96],"data":[97],"locally,":[98],"ensuring":[99,167],"low":[100],"latency":[101],"high":[103],"responsiveness,":[104],"which":[105],"are":[106,171],"critical":[107],"real-time":[109,128],"applications.":[110],"Furthermore,":[111],"we":[112],"explore":[113],"potential":[115],"generative":[117],"AI":[118,157],"in":[120],"improving":[121],"autonomy,":[122],"particular":[125],"focus":[126],"on":[127],"transcription":[129],"services":[130,138],"description":[137],"visually":[141],"impaired.":[142],"work":[144],"demonstrates":[145],"feasibility":[147],"effectiveness":[149],"using":[151],"edge-IoT":[152],"combined":[154],"advanced":[156],"techniques":[158],"create":[160],"inclusive":[161],"environments":[162],"empower":[164],"disabled":[165],"individuals,":[166],"technological":[169],"advancements":[170],"leveraged":[172],"foster":[174],"independence.":[177]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
