{"id":"https://openalex.org/W4360991199","doi":"https://doi.org/10.1145/3581641.3584038","title":"A Dataset and Machine Learning Approach to Classify and Augment Interface Elements of Household Appliances to Support People with Visual Impairment","display_name":"A Dataset and Machine Learning Approach to Classify and Augment Interface Elements of Household Appliances to Support People with Visual Impairment","publication_year":2023,"publication_date":"2023-03-27","ids":{"openalex":"https://openalex.org/W4360991199","doi":"https://doi.org/10.1145/3581641.3584038"},"language":"en","primary_location":{"id":"doi:10.1145/3581641.3584038","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581641.3584038","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581641.3584038","source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3581641.3584038","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029719811","display_name":"Hanna Tschakert","orcid":"https://orcid.org/0000-0002-8214-9364"},"institutions":[{"id":"https://openalex.org/I3018771216","display_name":"LMU Klinikum","ror":"https://ror.org/02jet3w32","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Hanna Tschakert","raw_affiliation_strings":["LMU Munich, Germany"],"affiliations":[{"raw_affiliation_string":"LMU Munich, Germany","institution_ids":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103236800","display_name":"Florian L\u00e4ng","orcid":"https://orcid.org/0000-0002-4582-5888"},"institutions":[{"id":"https://openalex.org/I3018771216","display_name":"LMU Klinikum","ror":"https://ror.org/02jet3w32","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Florian Lang","raw_affiliation_strings":["LMU Munich, Germany"],"affiliations":[{"raw_affiliation_string":"LMU Munich, Germany","institution_ids":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027100410","display_name":"Markus Wieland","orcid":"https://orcid.org/0000-0002-1936-0474"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Markus Wieland","raw_affiliation_strings":["VISUS, University of Stuttgart, Germany"],"affiliations":[{"raw_affiliation_string":"VISUS, University of Stuttgart, Germany","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062196262","display_name":"Albrecht Schmidt","orcid":"https://orcid.org/0000-0003-3890-1990"},"institutions":[{"id":"https://openalex.org/I3018771216","display_name":"LMU Klinikum","ror":"https://ror.org/02jet3w32","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Albrecht Schmidt","raw_affiliation_strings":["LMU Munich, Germany"],"affiliations":[{"raw_affiliation_string":"LMU Munich, Germany","institution_ids":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071161877","display_name":"Tonja Machulla","orcid":"https://orcid.org/0000-0001-9518-4364"},"institutions":[{"id":"https://openalex.org/I2610724","display_name":"Chemnitz University of Technology","ror":"https://ror.org/00a208s56","country_code":"DE","type":"education","lineage":["https://openalex.org/I2610724"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tonja-Katrin Machulla","raw_affiliation_strings":["Institute for Media Research, TU Chemnitz, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Media Research, TU Chemnitz, Germany","institution_ids":["https://openalex.org/I2610724"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5029719811"],"corresponding_institution_ids":["https://openalex.org/I3018771216","https://openalex.org/I8204097"],"apc_list":null,"apc_paid":null,"fwci":1.0452,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.74130337,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"77","last_page":"90"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10914","display_name":"Tactile and Sensory Interactions","score":1.0,"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":1.0,"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":0.9947999715805054,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9781000018119812,"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/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.7035812735557556},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.693609356880188},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.620669424533844},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.5997182130813599},{"id":"https://openalex.org/keywords/augmented-reality","display_name":"Augmented reality","score":0.5457396507263184},{"id":"https://openalex.org/keywords/visual-impairment","display_name":"Visual impairment","score":0.49106907844543457},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4532041847705841},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43826720118522644},{"id":"https://openalex.org/keywords/parsing","display_name":"Parsing","score":0.4354907274246216},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4209043085575104},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11270871758460999}],"concepts":[{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.7035812735557556},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.693609356880188},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.620669424533844},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.5997182130813599},{"id":"https://openalex.org/C153715457","wikidata":"https://www.wikidata.org/wiki/Q254183","display_name":"Augmented reality","level":2,"score":0.5457396507263184},{"id":"https://openalex.org/C2781372952","wikidata":"https://www.wikidata.org/wiki/Q737460","display_name":"Visual impairment","level":2,"score":0.49106907844543457},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4532041847705841},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43826720118522644},{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.4354907274246216},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4209043085575104},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11270871758460999},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3581641.3584038","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581641.3584038","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581641.3584038","source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3581641.3584038","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581641.3584038","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581641.3584038","source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1139283873","display_name":null,"funder_award_id":"16SV8183","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G352791218","display_name":null,"funder_award_id":"(BMBF)","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4360991199.pdf","grobid_xml":"https://content.openalex.org/works/W4360991199.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W2049322157","https://openalex.org/W2059498084","https://openalex.org/W2070425136","https://openalex.org/W2109255472","https://openalex.org/W2114145185","https://openalex.org/W2403959797","https://openalex.org/W2518014185","https://openalex.org/W2535830051","https://openalex.org/W2588706815","https://openalex.org/W2746699202","https://openalex.org/W2789876780","https://openalex.org/W2886436025","https://openalex.org/W2896740695","https://openalex.org/W2909960216","https://openalex.org/W2950239670","https://openalex.org/W2958636547","https://openalex.org/W2963622213","https://openalex.org/W2968983492","https://openalex.org/W2969666823","https://openalex.org/W2981148933","https://openalex.org/W3004958483","https://openalex.org/W3028749051","https://openalex.org/W3086503387","https://openalex.org/W3106139207","https://openalex.org/W3117324201","https://openalex.org/W3134934557","https://openalex.org/W3143709136","https://openalex.org/W3162288652","https://openalex.org/W3165162317","https://openalex.org/W3174175525","https://openalex.org/W3208541414","https://openalex.org/W3215040104","https://openalex.org/W4206108383","https://openalex.org/W4224212920","https://openalex.org/W4235071482","https://openalex.org/W4244190327","https://openalex.org/W4253084417","https://openalex.org/W4285164399","https://openalex.org/W4311343530","https://openalex.org/W4360991199","https://openalex.org/W4394034749"],"related_works":["https://openalex.org/W2172197285","https://openalex.org/W2750280393","https://openalex.org/W2355696739","https://openalex.org/W3158001554","https://openalex.org/W2771909920","https://openalex.org/W2957704286","https://openalex.org/W2028936041","https://openalex.org/W2179141964","https://openalex.org/W4383103690","https://openalex.org/W3143224891"],"abstract_inverted_index":{"Many":[0],"modern":[1],"household":[2,66],"appliances":[3,67],"are":[4],"challenging":[5],"to":[6,22,27,37,45,78,83,131],"operate":[7],"for":[8,102,148],"people":[9,46,173],"with":[10,47,122,125,154,174,177],"visual":[11,126,175],"impairment.":[12,127],"Low-contrast":[13],"designs":[14],"and":[15,26,42,68,82,90,92,97,160],"insufficient":[16],"tactile":[17],"feedback":[18],"make":[19],"it":[20],"difficult":[21],"distinguish":[23,84],"interface":[24],"elements":[25,41,81,134],"recognize":[28,79,132],"their":[29,178],"function.":[30],"Augmented":[31],"reality":[32],"(AR)":[33],"can":[34],"be":[35],"used":[36],"visually":[38,98],"highlight":[39],"such":[40],"provide":[43,164],"assistance":[44],"residual":[48],"vision.":[49],"To":[50],"realize":[51],"this":[52],"goal,":[53],"we":[54,116],"(1)":[55],"created":[56],"a":[57,75,110,119],"dataset":[58],"consisting":[59],"of":[60,63,151,162,172],"13,702":[61],"images":[62],"interfaces":[64,163],"from":[65],"manually":[69],"labeled":[70],"control":[71,80,133],"elements;":[72],"(2)":[73],"trained":[74],"neural":[76],"network":[77],"between":[85],"PushButton,":[86],"TouchButton,":[87],"Knob,":[88],"Slider,":[89],"Toggle;":[91],"(3)":[93],"designed":[94],"various":[95],"contrast-rich":[96],"simple":[99],"AR":[100,113],"augmentations":[101],"these":[103],"elements.":[104],"The":[105,142,157],"results":[106],"were":[107,129,136],"implemented":[108],"as":[109],"screen-based":[111],"assistive":[112,140],"application,":[114],"which":[115],"tested":[117],"in":[118],"user":[120],"study":[121],"six":[123],"individuals":[124],"Participants":[128],"able":[130],"that":[135],"imperceptible":[137],"without":[138],"the":[139,149,169],"application.":[141],"approach":[143],"was":[144],"well":[145],"received,":[146],"especially":[147],"potential":[150],"familiarizing":[152],"oneself":[153],"novel":[155],"devices.":[156],"automatic":[158],"parsing":[159],"augmentation":[161],"an":[165],"important":[166],"step":[167],"toward":[168],"independent":[170],"interaction":[171],"impairments":[176],"everyday":[179],"environment.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}