{"id":"https://openalex.org/W7125894470","doi":"https://doi.org/10.1109/smc58881.2025.11342771","title":"TactileNet: Bridging the Accessibility Gap with AI-Generated Tactile Graphics for Individuals with Vision Impairment","display_name":"TactileNet: Bridging the Accessibility Gap with AI-Generated Tactile Graphics for Individuals with Vision Impairment","publication_year":2025,"publication_date":"2025-10-05","ids":{"openalex":"https://openalex.org/W7125894470","doi":"https://doi.org/10.1109/smc58881.2025.11342771"},"language":null,"primary_location":{"id":"doi:10.1109/smc58881.2025.11342771","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc58881.2025.11342771","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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/A5101286387","display_name":"Adnan Khan","orcid":"https://orcid.org/0000-0002-0583-9863"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Adnan Khan","raw_affiliation_strings":["Carleton University,School of Computer Science,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"Carleton University,School of Computer Science,Ottawa,Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117647663","display_name":"Alireza Choubineh","orcid":null},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Alireza Choubineh","raw_affiliation_strings":["Carleton University,School of Computer Science,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"Carleton University,School of Computer Science,Ottawa,Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012383124","display_name":"Mai A. Shaaban","orcid":"https://orcid.org/0000-0003-1454-6090"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mai A. Shaaban","raw_affiliation_strings":["Mohamed bin Zayed University of Artificial Intelligence,Abu Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Mohamed bin Zayed University of Artificial Intelligence,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001084471","display_name":"Abbas Akkasi","orcid":"https://orcid.org/0000-0003-4700-4896"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Abbas Akkasi","raw_affiliation_strings":["Carleton University,School of Computer Science,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"Carleton University,School of Computer Science,Ottawa,Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5122258333","display_name":"Majid Komeili","orcid":null},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Majid Komeili","raw_affiliation_strings":["Carleton University,School of Computer Science,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"Carleton University,School of Computer Science,Ottawa,Canada","institution_ids":["https://openalex.org/I67031392"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101286387"],"corresponding_institution_ids":["https://openalex.org/I67031392"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.75201735,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"569","last_page":"576"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10914","display_name":"Tactile and Sensory Interactions","score":0.8867999911308289,"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":0.8867999911308289,"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/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.0786999985575676,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10789","display_name":"Interactive and Immersive Displays","score":0.007899999618530273,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.7578999996185303},{"id":"https://openalex.org/keywords/graphics","display_name":"Graphics","score":0.6894000172615051},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.5216000080108643},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.4943999946117401},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.492000013589859},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.3977999985218048},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.3944000005722046}],"concepts":[{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.7578999996185303},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7202000021934509},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.6894000172615051},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.5216000080108643},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.4943999946117401},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.492000013589859},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4765999913215637},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43869999051094055},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.3977999985218048},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3944000005722046},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.3822999894618988},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3752000033855438},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.3343000113964081},{"id":"https://openalex.org/C82714645","wikidata":"https://www.wikidata.org/wiki/Q438331","display_name":"Template","level":2,"score":0.3084000051021576},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.30239999294281006},{"id":"https://openalex.org/C66629338","wikidata":"https://www.wikidata.org/wiki/Q189177","display_name":"3D computer graphics","level":3,"score":0.29339998960494995},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.2718999981880188},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.26100000739097595},{"id":"https://openalex.org/C2778802812","wikidata":"https://www.wikidata.org/wiki/Q79894","display_name":"Braille","level":2,"score":0.2533000111579895}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc58881.2025.11342771","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc58881.2025.11342771","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.538383424282074,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2133665775","https://openalex.org/W2981593056","https://openalex.org/W2981838363","https://openalex.org/W3009246917","https://openalex.org/W3035725276","https://openalex.org/W3038896047","https://openalex.org/W3203855405","https://openalex.org/W4225683910","https://openalex.org/W4280500786","https://openalex.org/W4312933868","https://openalex.org/W4386057725","https://openalex.org/W4386072096","https://openalex.org/W4386076215","https://openalex.org/W4387195417","https://openalex.org/W4390874575","https://openalex.org/W4392402319"],"related_works":[],"abstract_inverted_index":{"Tactile":[0],"graphics":[1,25,68],"are":[2,26],"essential":[3],"for":[4,10,22,43],"providing":[5],"access":[6],"to":[7,64,81,132,180],"visual":[8],"information":[9],"the":[11,36,153,182],"43":[12],"million":[13],"people":[14],"globally":[15],"living":[16],"with":[17,69,75,92,140,159],"vision":[18],"loss.":[19],"Traditional":[20],"methods":[21],"creating":[23],"these":[24],"labor-intensive":[27],"and":[28,40,62,102,187,191],"cannot":[29],"meet":[30],"growing":[31],"demand.":[32],"We":[33,54],"introduce":[34],"TactileNet,":[35],"first":[37],"comprehensive":[38],"dataset":[39],"AI-driven":[41],"framework":[42,130],"generating":[44],"embossing-ready":[45],"2D":[46,154],"tactile":[47,76,104],"templates":[48],"using":[49,59],"text-to-image":[50],"Stable":[51,56],"Diffusion":[52,57],"models.":[53],"fine-tune":[55],"models":[58,192],"Low-Rank":[60],"Adaptation":[61],"DreamBooth":[63],"generate":[65],"high-fidelity,":[66],"guideline-compliant":[67],"reduced":[70],"computational":[71],"cost.":[72],"Quantitative":[73],"evaluations":[74],"experts":[77],"show":[78],"92.86%":[79],"adherence":[80],"accessibility":[82,183],"standards.":[83],"Our":[84],"structural":[85],"fidelity":[86],"analysis":[87],"revealed":[88],"near-human":[89],"design":[90,167],"similarity,":[91],"a":[93,123],"Structural":[94],"Similarity":[95],"Index":[96],"(SSIM)":[97],"of":[98,126],"0.538":[99],"between":[100],"generated":[101],"expert-designed":[103],"images.":[105],"Notably,":[106],"our":[107,197],"method":[108],"better":[109],"preserves":[110],"object":[111],"silhouettes":[112],"than":[113],"human":[114,178],"designs":[115],"(binary":[116],"mask":[117],"SSIM:":[118],"0.259":[119],"vs.":[120],"0.215),":[121],"addressing":[122],"key":[124],"limitation":[125],"manual":[127],"abstraction.":[128],"The":[129],"scales":[131],"32,000":[133],"images":[134],"(7,050":[135],"high-quality)":[136],"across":[137],"66":[138],"classes,":[139],"prompt":[141],"editing":[142],"enabling":[143],"customizable":[144],"outputs":[145],"(e.g.,":[146],"adding":[147],"or":[148],"removing":[149],"details).":[150],"By":[151],"automating":[152],"template":[155],"generation":[156],"step":[157],"compatible":[158],"standard":[160],"embossing":[161],"workflows\u2014TactileNet":[162],"accelerates":[163],"production":[164],"while":[165],"preserving":[166],"flexibility.":[168],"This":[169],"work":[170],"demonstrates":[171],"how":[172],"AI":[173],"can":[174,193],"augment":[175],"(not":[176],"replace)":[177],"expertise":[179],"bridge":[181],"gap":[184],"in":[185],"education":[186],"beyond.":[188],"Code,":[189],"data,":[190],"be":[194],"found":[195],"at":[196],"project":[198],"page":[199],"https://tactilenet.github.io/.":[200]},"counts_by_year":[],"updated_date":"2026-02-23T20:09:44.859080","created_date":"2026-01-29T00:00:00"}
