{"id":"https://openalex.org/W7225175242","doi":"https://doi.org/10.66977/xsci.2611.000a","title":"AI VISION ASSISTANT: A SAFETY-AWARE DESIGN FRAMEWORK AND EVALUATION PROTOCOL FOR OBJECT IDENTIFICATION, TEXT READING, SCENE DESCRIPTION, AND OBSTACLE AWARENESS","display_name":"AI VISION ASSISTANT: A SAFETY-AWARE DESIGN FRAMEWORK AND EVALUATION PROTOCOL FOR OBJECT IDENTIFICATION, TEXT READING, SCENE DESCRIPTION, AND OBSTACLE AWARENESS","publication_year":2026,"publication_date":"2026-11-03","ids":{"openalex":"https://openalex.org/W7225175242","doi":"https://doi.org/10.66977/xsci.2611.000a"},"language":"en","primary_location":{"id":"doi:10.66977/xsci.2611.000a","doi":"https://doi.org/10.66977/xsci.2611.000a","is_oa":true,"landing_page_url":"https://doi.org/10.66977/xsci.2611.000a","pdf_url":"https://xsci.com/preprint/doi/10.66977/xsci.2611.000a.pdf","source":null,"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://xsci.com/preprint/doi/10.66977/xsci.2611.000a.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023420581","display_name":"Rizwan Shaikh","orcid":"https://orcid.org/0009-0005-5689-7640","observed_orcids":["https://orcid.org/0009-0005-5689-7640"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Rizwan Shaikh","raw_affiliation_strings":["Technical Campus , Varale , Talegaon , Pune , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical Campus , Varale , Talegaon , Pune , India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5023420581"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"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/T12207","display_name":"Assistive Technology in Communication and Mobility","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/3609","display_name":"Occupational Therapy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12207","display_name":"Assistive Technology in Communication and Mobility","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/3609","display_name":"Occupational Therapy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12481","display_name":"Digital Accessibility for Disabilities","score":0.0024999999441206455,"subfield":{"id":"https://openalex.org/subfields/3307","display_name":"Human Factors and Ergonomics"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10914","display_name":"Tactile and Sensory Interactions","score":0.001500000013038516,"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/assistive-technology","display_name":"assistive technology","score":0.5740000009536743},{"id":"https://openalex.org/keywords/blind-and-visually-impaired-users","display_name":"blind and visually impaired users","score":0.8579999804496765},{"id":"https://openalex.org/keywords/object-identification","display_name":"object identification","score":0.8529999852180481},{"id":"https://openalex.org/keywords/optical-character-recognition","display_name":"optical character recognition","score":0.796999990940094},{"id":"https://openalex.org/keywords/scene-description","display_name":"scene description","score":0.9869999885559082},{"id":"https://openalex.org/keywords/evaluation-protocol","display_name":"evaluation protocol","score":0.8019999861717224},{"id":"https://openalex.org/keywords/task-routing","display_name":"task routing","score":0.7269999980926514},{"id":"https://openalex.org/keywords/threshold-selection","display_name":"threshold selection","score":0.47999998927116394},{"id":"https://openalex.org/keywords/smartphone-navigation","display_name":"smartphone navigation","score":0.3889999985694885}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7559000253677368},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.6492999792098999},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.6197999715805054},{"id":"https://openalex.org/C2776650193","wikidata":"https://www.wikidata.org/wiki/Q264661","display_name":"Obstacle","level":2,"score":0.6086999773979187},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5922999978065491},{"id":"https://openalex.org/C2778738651","wikidata":"https://www.wikidata.org/wiki/Q16546687","display_name":"Novelty","level":2,"score":0.565500020980835},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5460000038146973},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5027999877929688},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4973999857902527},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.46070000529289246},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4571000039577484},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.44850000739097595},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.39649999141693115},{"id":"https://openalex.org/C133112747","wikidata":"https://www.wikidata.org/wiki/Q7251931","display_name":"Protocol analysis","level":2,"score":0.3961000144481659},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.38359999656677246},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.3206999897956848},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.31310001015663147},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2946000099182129},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.2874000072479248},{"id":"https://openalex.org/C2777855551","wikidata":"https://www.wikidata.org/wiki/Q12310021","display_name":"Subject (documents)","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C53073257","wikidata":"https://www.wikidata.org/wiki/Q7075021","display_name":"Object-oriented design","level":3,"score":0.2825999855995178},{"id":"https://openalex.org/C12269588","wikidata":"https://www.wikidata.org/wiki/Q132364","display_name":"Communications protocol","level":2,"score":0.2816999852657318},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2809999883174896},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2718000113964081},{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.26899999380111694},{"id":"https://openalex.org/C6683253","wikidata":"https://www.wikidata.org/wiki/Q7075535","display_name":"Obstacle avoidance","level":4,"score":0.26750001311302185},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.25920000672340393},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.25920000672340393}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.66977/xsci.2611.000a","doi":"https://doi.org/10.66977/xsci.2611.000a","is_oa":true,"landing_page_url":"https://doi.org/10.66977/xsci.2611.000a","pdf_url":"https://xsci.com/preprint/doi/10.66977/xsci.2611.000a.pdf","source":null,"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.66977/xsci.2611.000a","doi":"https://doi.org/10.66977/xsci.2611.000a","is_oa":true,"landing_page_url":"https://doi.org/10.66977/xsci.2611.000a","pdf_url":"https://xsci.com/preprint/doi/10.66977/xsci.2611.000a.pdf","source":null,"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225175242.pdf","grobid_xml":"https://content.openalex.org/works/W7225175242.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W2001642682","https://openalex.org/W2157289187","https://openalex.org/W4210562303","https://openalex.org/W4318975427","https://openalex.org/W4397031461","https://openalex.org/W4401995020","https://openalex.org/W4406112939","https://openalex.org/W4408891434","https://openalex.org/W4409223119","https://openalex.org/W6911453743","https://openalex.org/W7124999888","https://openalex.org/W7139100823","https://openalex.org/W7168275603"],"related_works":["https://openalex.org/W7225143351","https://openalex.org/W7140094367","https://openalex.org/W7124914250","https://openalex.org/W7140311635","https://openalex.org/W7141966156","https://openalex.org/W4408442495","https://openalex.org/W3111769466","https://openalex.org/W7216899929","https://openalex.org/W7225034481","https://openalex.org/W2810012030"],"abstract_inverted_index":{"This":[0,171],"paper":[1,72],"presents":[2],"AIVA,":[3],"a":[4,12,43,47,86,175],"safety-aware":[5],"design":[6,44],"framework":[7],"and":[8,20,28,33,65,106,112,118,128,144,155],"evaluation":[9,114,159],"protocol":[10,115],"for":[11,133],"smartphone-based":[13],"visual":[14],"assistant":[15],"intended":[16],"to":[17,141],"support":[18],"blind":[19],"low-vision":[21],"people":[22],"with":[23,116,152],"object":[24,58],"identification,":[25],"OCR-based":[26],"text":[27],"signboard":[29],"reading,":[30],"scene":[31,63,98],"description,":[32],"cautious":[34],"obstacle":[35],"awareness.":[36],"The":[37],"contribution":[38,84],"is":[39,85,173],"deliberately":[40],"framed":[41],"as":[42,46],"specification\u2014not":[45],"validated":[48],"assistive":[49],"product.":[50],"Existing":[51],"work":[52],"has":[53],"already":[54],"integrated":[55],"combinations":[56],"of":[57,88,96,180],"detection,":[59],"OCR,":[60],"audio":[61],"feedback,":[62],"understanding,":[64],"wearable":[66],"or":[67,166,185],"mobile":[68],"deployment.":[69],"Accordingly,":[70],"the":[71,157],"does":[73],"not":[74,178],"claim":[75],"novelty":[76],"in":[77],"merely":[78],"combining":[79],"these":[80],"functions.":[81],"Its":[82],"proposed":[83,158],"set":[87],"explicit":[89],"integration":[90],"rules:":[91],"user-intent":[92],"task":[93],"routing;":[94],"separation":[95],"descriptive":[97],"narration":[99],"from":[100],"mobility-related":[101],"alerts;":[102],"evidence-linked":[103],"grounding;":[104],"uncertainty":[105],"abstention":[107],"behavior;":[108],"priority-based":[109],"spoken":[110],"output;":[111],"an":[113],"hypotheses":[117],"failure":[119],"criteria.":[120],"Candidate":[121],"data":[122],"sources,":[123],"feature":[124],"definitions,":[125],"threshold-selection":[126],"procedures,":[127],"fallback":[129],"behavior":[130],"are":[131,169],"specified":[132],"obstacle-risk":[134],"estimation,":[135],"while":[136],"all":[137],"thresholds":[138],"remain":[139],"subject":[140],"empirical":[142],"calibration":[143],"safety":[145,167],"review.":[146],"A":[147],"structured":[148],"comparison":[149],"identifies":[150],"overlap":[151],"prior":[153],"systems":[154],"distinguishes":[156],"focus.":[160],"No":[161],"prototype":[162],"measurements,":[163],"user-study":[164],"findings,":[165],"validation":[168],"reported.":[170],"manuscript":[172],"therefore":[174],"methodological":[176],"blueprint,":[177],"evidence":[179],"improved":[181],"navigation,":[182],"accuracy,":[183],"usability,":[184],"safety.":[186]},"counts_by_year":[],"updated_date":"2026-11-05T12:25:35.769452","created_date":"2026-11-04T00:00:00"}