{"id":"https://openalex.org/W4415744143","doi":"https://doi.org/10.1109/qrs-c65679.2025.00051","title":"Vision Aid: A Large Model of Visual Compensation for Visually Impaired People","display_name":"Vision Aid: A Large Model of Visual Compensation for Visually Impaired People","publication_year":2025,"publication_date":"2025-07-16","ids":{"openalex":"https://openalex.org/W4415744143","doi":"https://doi.org/10.1109/qrs-c65679.2025.00051"},"language":null,"primary_location":{"id":"doi:10.1109/qrs-c65679.2025.00051","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qrs-c65679.2025.00051","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 25th International Conference on Software Quality, Reliability, and Security Companion (QRS-C)","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/A5054383552","display_name":"K Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Kuiying Zhang","raw_affiliation_strings":["Suzhou University,School of Informatics and Engineering,Suzhou,China,234000"],"affiliations":[{"raw_affiliation_string":"Suzhou University,School of Informatics and Engineering,Suzhou,China,234000","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103022313","display_name":"Feiyang Chen","orcid":"https://orcid.org/0000-0002-5834-5656"},"institutions":[{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feiyang Chen","raw_affiliation_strings":["Suzhou University,School of Informatics and Engineering,Suzhou,China,234000"],"affiliations":[{"raw_affiliation_string":"Suzhou University,School of Informatics and Engineering,Suzhou,China,234000","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020875814","display_name":"Nan-Nan Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nannan Liang","raw_affiliation_strings":["Suzhou University,School of Informatics and Engineering,Suzhou,China,234000"],"affiliations":[{"raw_affiliation_string":"Suzhou University,School of Informatics and Engineering,Suzhou,China,234000","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100352991","display_name":"Xiaomei Zhang","orcid":"https://orcid.org/0000-0002-0221-6978"},"institutions":[{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaomei Zhang","raw_affiliation_strings":["Suzhou University,School of Informatics and Engineering,Suzhou,China,234000"],"affiliations":[{"raw_affiliation_string":"Suzhou University,School of Informatics and Engineering,Suzhou,China,234000","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001258158","display_name":"Zhiwei Zhang","orcid":"https://orcid.org/0000-0003-3535-707X"},"institutions":[{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwei Zhang","raw_affiliation_strings":["Suzhou University,School of Informatics and Engineering,Suzhou,China,234000"],"affiliations":[{"raw_affiliation_string":"Suzhou University,School of Informatics and Engineering,Suzhou,China,234000","institution_ids":["https://openalex.org/I308837"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5054383552"],"corresponding_institution_ids":["https://openalex.org/I308837"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31055356,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"352","last_page":"359"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10914","display_name":"Tactile and Sensory Interactions","score":0.9347000122070312,"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"}},"topics":[{"id":"https://openalex.org/T10914","display_name":"Tactile and Sensory Interactions","score":0.9347000122070312,"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"}},{"id":"https://openalex.org/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.005900000222027302,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.004800000227987766,"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/visually-impaired","display_name":"Visually impaired","score":0.503000020980835},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4099999964237213},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.40450000762939453},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.40149998664855957},{"id":"https://openalex.org/keywords/assistive-technology","display_name":"Assistive technology","score":0.37139999866485596},{"id":"https://openalex.org/keywords/situation-awareness","display_name":"Situation awareness","score":0.351500004529953},{"id":"https://openalex.org/keywords/compensation","display_name":"Compensation (psychology)","score":0.3418000042438507},{"id":"https://openalex.org/keywords/multimodal-interaction","display_name":"Multimodal interaction","score":0.336899995803833},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.3215999901294708}],"concepts":[{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.6276999711990356},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5885999798774719},{"id":"https://openalex.org/C3020106864","wikidata":"https://www.wikidata.org/wiki/Q737460","display_name":"Visually impaired","level":2,"score":0.503000020980835},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4099999964237213},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.40450000762939453},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.40149998664855957},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39579999446868896},{"id":"https://openalex.org/C3017715821","wikidata":"https://www.wikidata.org/wiki/Q688498","display_name":"Assistive technology","level":2,"score":0.37139999866485596},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3546000123023987},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.351500004529953},{"id":"https://openalex.org/C2780023022","wikidata":"https://www.wikidata.org/wiki/Q1338171","display_name":"Compensation (psychology)","level":2,"score":0.3418000042438507},{"id":"https://openalex.org/C135641252","wikidata":"https://www.wikidata.org/wiki/Q738567","display_name":"Multimodal interaction","level":2,"score":0.336899995803833},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.3215999901294708},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.31529998779296875},{"id":"https://openalex.org/C554936623","wikidata":"https://www.wikidata.org/wiki/Q199657","display_name":"Reading (process)","level":2,"score":0.3125999867916107},{"id":"https://openalex.org/C99527880","wikidata":"https://www.wikidata.org/wiki/Q781118","display_name":"Universal design","level":2,"score":0.3050999939441681},{"id":"https://openalex.org/C111370547","wikidata":"https://www.wikidata.org/wiki/Q7451120","display_name":"Sensory cue","level":2,"score":0.29600000381469727},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.29249998927116394},{"id":"https://openalex.org/C2983447183","wikidata":"https://www.wikidata.org/wiki/Q737460","display_name":"Low vision","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.2863999903202057},{"id":"https://openalex.org/C5339829","wikidata":"https://www.wikidata.org/wiki/Q1425977","display_name":"Machine vision","level":2,"score":0.2833000123500824},{"id":"https://openalex.org/C2781372952","wikidata":"https://www.wikidata.org/wiki/Q737460","display_name":"Visual impairment","level":2,"score":0.2680000066757202},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.2619999945163727},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.2597000002861023},{"id":"https://openalex.org/C153715457","wikidata":"https://www.wikidata.org/wiki/Q254183","display_name":"Augmented reality","level":2,"score":0.257999986410141},{"id":"https://openalex.org/C2779332521","wikidata":"https://www.wikidata.org/wiki/Q1820694","display_name":"Legibility","level":2,"score":0.2524000108242035},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.25119999051094055},{"id":"https://openalex.org/C35651441","wikidata":"https://www.wikidata.org/wiki/Q625303","display_name":"Independence (probability theory)","level":2,"score":0.25110000371932983}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/qrs-c65679.2025.00051","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qrs-c65679.2025.00051","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 25th International Conference on Software Quality, Reliability, and Security Companion (QRS-C)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320326664","display_name":"Anhui Provincial Department of Education","ror":null},{"id":"https://openalex.org/F4320330925","display_name":"Suzhou University","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1868435710","https://openalex.org/W1977175446","https://openalex.org/W1985626581","https://openalex.org/W1989702938","https://openalex.org/W2044953577","https://openalex.org/W2111263581","https://openalex.org/W2997428102","https://openalex.org/W3003525670","https://openalex.org/W3038647629","https://openalex.org/W3122128045","https://openalex.org/W3130395086","https://openalex.org/W3160447895","https://openalex.org/W3166505645","https://openalex.org/W3168997536","https://openalex.org/W4213116910","https://openalex.org/W4312217931","https://openalex.org/W4323339942","https://openalex.org/W4380904654","https://openalex.org/W4393286228"],"related_works":[],"abstract_inverted_index":{"With":[0],"the":[1,9,39,64,116,157,211,223],"increasing":[2],"global":[3],"population":[4],"of":[5,68,91,213,225],"visually":[6,69,216],"impaired":[7,70,217],"individuals,":[8,218],"challenges":[10],"they":[11],"face":[12],"in":[13,184,197],"daily":[14,65],"life\u2014":[15],"such":[16,133],"as":[17,134],"difficulty":[18],"recognizing":[19],"faces,":[20,94],"reading":[21],"non-Braille":[22],"text,":[23,93],"and":[24,58,80,88,95,118,122,131,137,153,169,204,229],"navigating":[25],"unfamiliar":[26],"environments\u2014have":[27],"become":[28],"more":[29,227],"pronounced":[30],"[1].":[31],"To":[32],"address":[33],"these":[34],"issues,":[35],"this":[36],"paper":[37],"presents":[38],"\"Vision":[40],"Aid":[41,126,220],"\"":[42],"assistive":[43,185],"system,":[44],"which":[45,172],"integrates":[46],"Spark":[47,135],"AI-based":[48],"multimodal":[49],"recognition":[50,98],"technologies":[51],"to":[52,85,115,222],"perform":[53],"facial":[54],"recognition,":[55,57],"text":[56],"environmental":[59,74],"scene":[60],"identification,":[61],"thereby":[62],"enhancing":[63,210],"living":[66],"experience":[67],"users.The":[71],"system":[72,158,178],"captures":[73],"visual":[75],"input":[76],"through":[77],"a":[78,107,142,226],"camera":[79],"utilizes":[81],"pretrained":[82],"AI":[83,136],"models":[84],"enable":[86],"fast":[87],"accurate":[89],"identification":[90],"objects,":[92],"scenes.":[96],"These":[97],"results":[99],"are":[100,173],"then":[101],"converted":[102],"into":[103],"speech":[104],"output":[105],"via":[106],"text-to-speech":[108],"(TTS)":[109],"module,":[110],"providing":[111],"real-time":[112],"auditory":[113],"feedback":[114],"user":[117],"improving":[119],"their":[120],"independence":[121],"situational":[123],"awareness.While":[124],"Vision":[125,219],"builds":[127],"upon":[128],"existing":[129],"APIs":[130],"frameworks":[132],"Intsig":[138],"OCR,":[139],"it":[140],"introduces":[141],"novel":[143],"integration":[144],"framework":[145],"that":[146],"optimizes":[147],"model":[148],"performance":[149],"for":[150,166,175,215],"low-resolution":[151],"inputs":[152],"constrained":[154],"environments.":[155],"Additionally,":[156],"incorporates":[159],"user-centric":[160],"design":[161],"principles":[162],",":[163],"including":[164],"considerations":[165],"latency,":[167],"privacy,":[168],"device":[170],"portability,":[171],"critical":[174],"real-world":[176],"deployment.This":[177],"not":[179],"only":[180],"demonstrates":[181],"practical":[182],"innovations":[183],"technology":[186],"but":[187],"also":[188],"holds":[189],"significant":[190],"social":[191],"value.":[192],"It":[193],"has":[194],"potential":[195],"applications":[196],"public":[198],"welfare,":[199],"smart":[200],"city":[201],"accessibility":[202],"infrastructure,":[203],"personal":[205],"mobility":[206],"aids.":[207],"By":[208],"significantly":[209],"quality":[212],"life":[214],"contributes":[221],"creation":[224],"inclusive":[228],"equitable":[230],"society.":[231]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-31T00:00:00"}