{"id":"https://openalex.org/W2999454574","doi":"https://doi.org/10.1109/access.2020.2967400","title":"MedGlasses: A Wearable Smart-Glasses-Based Drug Pill Recognition System Using Deep Learning for Visually Impaired Chronic Patients","display_name":"MedGlasses: A Wearable Smart-Glasses-Based Drug Pill Recognition System Using Deep Learning for Visually Impaired Chronic Patients","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W2999454574","doi":"https://doi.org/10.1109/access.2020.2967400","mag":"2999454574"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.2967400","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2967400","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08962044.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08962044.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091365037","display_name":"Wan\u2010Jung Chang","orcid":"https://orcid.org/0000-0002-7478-7315"},"institutions":[{"id":"https://openalex.org/I92582371","display_name":"Southern Taiwan University of Science and Technology","ror":"https://ror.org/0029n1t76","country_code":"TW","type":"education","lineage":["https://openalex.org/I92582371"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Wan-Jung Chang","raw_affiliation_strings":["Department of Electronic Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan","institution_ids":["https://openalex.org/I92582371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046216474","display_name":"Liang-Bi Chen","orcid":"https://orcid.org/0000-0003-3181-4480"},"institutions":[{"id":"https://openalex.org/I92582371","display_name":"Southern Taiwan University of Science and Technology","ror":"https://ror.org/0029n1t76","country_code":"TW","type":"education","lineage":["https://openalex.org/I92582371"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Liang-Bi Chen","raw_affiliation_strings":["Department of Electronic Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan","institution_ids":["https://openalex.org/I92582371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101718502","display_name":"Chia-Hao Hsu","orcid":"https://orcid.org/0000-0002-8656-5357"},"institutions":[{"id":"https://openalex.org/I92582371","display_name":"Southern Taiwan University of Science and Technology","ror":"https://ror.org/0029n1t76","country_code":"TW","type":"education","lineage":["https://openalex.org/I92582371"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Hao Hsu","raw_affiliation_strings":["Department of Electronic Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan","institution_ids":["https://openalex.org/I92582371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040329171","display_name":"Jheng-Hao Chen","orcid":"https://orcid.org/0000-0002-7387-4812"},"institutions":[{"id":"https://openalex.org/I92582371","display_name":"Southern Taiwan University of Science and Technology","ror":"https://ror.org/0029n1t76","country_code":"TW","type":"education","lineage":["https://openalex.org/I92582371"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jheng-Hao Chen","raw_affiliation_strings":["Department of Electronic Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan","institution_ids":["https://openalex.org/I92582371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053800344","display_name":"Tzu-Chin Yang","orcid":"https://orcid.org/0000-0003-1335-0811"},"institutions":[{"id":"https://openalex.org/I92582371","display_name":"Southern Taiwan University of Science and Technology","ror":"https://ror.org/0029n1t76","country_code":"TW","type":"education","lineage":["https://openalex.org/I92582371"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tzu-Chin Yang","raw_affiliation_strings":["Department of Electronic Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan","institution_ids":["https://openalex.org/I92582371"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101848059","display_name":"Cheng-Pei Lin","orcid":"https://orcid.org/0000-0001-8059-3376"},"institutions":[{"id":"https://openalex.org/I92582371","display_name":"Southern Taiwan University of Science and Technology","ror":"https://ror.org/0029n1t76","country_code":"TW","type":"education","lineage":["https://openalex.org/I92582371"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cheng-Pei Lin","raw_affiliation_strings":["Department of Electronic Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan","institution_ids":["https://openalex.org/I92582371"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5091365037"],"corresponding_institution_ids":["https://openalex.org/I92582371"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":5.7909,"has_fulltext":true,"cited_by_count":94,"citation_normalized_percentile":{"value":0.9703732,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"17013","last_page":"17024"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14319","display_name":"Currency Recognition and Detection","score":0.9625999927520752,"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"}},"topics":[{"id":"https://openalex.org/T14319","display_name":"Currency Recognition and Detection","score":0.9625999927520752,"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/pill","display_name":"Pill","score":0.7345401644706726},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.7285853624343872},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5926553010940552},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5668026804924011},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.5149498581886292},{"id":"https://openalex.org/keywords/visually-impaired","display_name":"Visually impaired","score":0.4973280727863312},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4824300706386566},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4680136442184448},{"id":"https://openalex.org/keywords/drug","display_name":"Drug","score":0.4362636208534241},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.42727231979370117},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4180408716201782},{"id":"https://openalex.org/keywords/population-ageing","display_name":"Population ageing","score":0.4162336587905884},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.364045113325119},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.33797597885131836},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.23598796129226685},{"id":"https://openalex.org/keywords/pharmacology","display_name":"Pharmacology","score":0.13038930296897888}],"concepts":[{"id":"https://openalex.org/C81603835","wikidata":"https://www.wikidata.org/wiki/Q3457430","display_name":"Pill","level":2,"score":0.7345401644706726},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7285853624343872},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5926553010940552},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5668026804924011},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.5149498581886292},{"id":"https://openalex.org/C3020106864","wikidata":"https://www.wikidata.org/wiki/Q737460","display_name":"Visually impaired","level":2,"score":0.4973280727863312},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4824300706386566},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4680136442184448},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.4362636208534241},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.42727231979370117},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4180408716201782},{"id":"https://openalex.org/C13774568","wikidata":"https://www.wikidata.org/wiki/Q439112","display_name":"Population ageing","level":3,"score":0.4162336587905884},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.364045113325119},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.33797597885131836},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.23598796129226685},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.13038930296897888},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.2967400","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2967400","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08962044.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:7becc656dc7d45aaa2d36c57515cabc8","is_oa":true,"landing_page_url":"https://doaj.org/article/7becc656dc7d45aaa2d36c57515cabc8","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 8, Pp 17013-17024 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.2967400","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2967400","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08962044.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1502301699","display_name":null,"funder_award_id":"1300-107P735","funder_id":"https://openalex.org/F4320321408","funder_display_name":"Ministry of Education"},{"id":"https://openalex.org/G2884910486","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320322724","funder_display_name":"Ministry of Education, India"},{"id":"https://openalex.org/G5203464773","display_name":null,"funder_award_id":"MOST 108-2622-8-218-004-TE2","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G6344503017","display_name":null,"funder_award_id":"MOST 108-2637-E-218-004","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320321408","display_name":"Ministry of Education","ror":"https://ror.org/01p262204"},{"id":"https://openalex.org/F4320322724","display_name":"Ministry of Education, India","ror":"https://ror.org/048xjjh50"},{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2999454574.pdf","grobid_xml":"https://content.openalex.org/works/W2999454574.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W31153131","https://openalex.org/W639708223","https://openalex.org/W793507719","https://openalex.org/W1686810756","https://openalex.org/W1985730907","https://openalex.org/W2027789046","https://openalex.org/W2101148396","https://openalex.org/W2102605133","https://openalex.org/W2162050899","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2399367642","https://openalex.org/W2549167833","https://openalex.org/W2565639579","https://openalex.org/W2587568716","https://openalex.org/W2612445135","https://openalex.org/W2613718673","https://openalex.org/W2747934482","https://openalex.org/W2773050040","https://openalex.org/W2773944021","https://openalex.org/W2792585818","https://openalex.org/W2795384469","https://openalex.org/W2802271675","https://openalex.org/W2808975154","https://openalex.org/W2884078473","https://openalex.org/W2884177875","https://openalex.org/W2886388922","https://openalex.org/W2886865276","https://openalex.org/W2898614324","https://openalex.org/W2907460560","https://openalex.org/W2921610673","https://openalex.org/W2928726480","https://openalex.org/W2933760408","https://openalex.org/W2963658615","https://openalex.org/W2964606159","https://openalex.org/W2966194680","https://openalex.org/W3098056556","https://openalex.org/W3106250896","https://openalex.org/W4297775537","https://openalex.org/W6601245106","https://openalex.org/W6620707391","https://openalex.org/W6637373629","https://openalex.org/W6712589232","https://openalex.org/W6737664043","https://openalex.org/W6785652829"],"related_works":["https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2566526749","https://openalex.org/W3047461507","https://openalex.org/W3126390843","https://openalex.org/W4245880644","https://openalex.org/W4312415459","https://openalex.org/W2528680939"],"abstract_inverted_index":{"Today,":[0],"with":[1,26,196],"the":[2,8,12,20,37,47,66,83,166,173,185],"arrival":[3],"of":[4,11,22,39,49,54,68,125,128,158,175,187],"an":[5,132],"aging":[6],"society,":[7],"average":[9],"age":[10,48],"population":[13],"is":[14,17],"rising.":[15],"It":[16],"known":[18],"that":[19,154],"physiology":[21],"a":[23,99,126,141,146,155,197],"person":[24],"degrades":[25],"age.":[27],"There":[28],"are":[29,43],"approximately":[30],"285":[31],"million":[32,42,53,74],"visually":[33,56,112,192],"impaired":[34,57,113,193],"people":[35,45,59,76,114],"in":[36],"world,":[38],"whom":[40],"140":[41],"elderly":[44,58],"over":[46],"50,":[50],"and":[51,145,190],"110":[52,73],"these":[55,72],"suffer":[60],"from":[61],"multiple":[62,69],"chronic":[63,194],"diseases.":[64],"In":[65],"case":[67],"medication":[70,199],"usage,":[71],"vulnerable":[75],"will":[77],"be":[78,163],"more":[79],"likely":[80],"to":[81,88,115,160],"take":[82,89],"wrong":[84],"medicines":[85],"or":[86],"forget":[87],"their":[90,117],"medication.":[91],"To":[92],"solve":[93],"this":[94,96],"problem,":[95],"paper":[97],"proposes":[98],"wearable":[100,129],"smart-glasses-based":[101],"drug":[102,137,176],"pill":[103,138],"recognition":[104,139,156],"system":[105,123,169],"using":[106],"deep":[107],"learning,":[108],"named":[109],"MedGlasses,":[110],"for":[111],"improve":[116],"medication-use":[118],"safety.":[119],"The":[120],"proposed":[121,167],"MedGlasses":[122,168],"consists":[124],"pair":[127],"smart":[130],"glasses,":[131],"artificial":[133],"intelligence":[134],"(AI)-based":[135],"intelligent":[136],"box,":[140],"mobile":[142],"device":[143],"app,":[144],"cloud-based":[147],"information":[148],"management":[149],"platform.":[150],"Experimental":[151],"results":[152],"show":[153],"accuracy":[157],"up":[159],"95.1%":[161],"can":[162,170],"achieved.":[164],"Therefore,":[165],"effectively":[171],"mitigate":[172],"problem":[174],"interactions":[177],"caused":[178],"by":[179],"taking":[180],"incorrect":[181],"drugs,":[182],"thereby":[183],"reducing":[184],"cost":[186],"medical":[188],"treatment":[189],"providing":[191],"patients":[195],"safe":[198],"environment.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":6}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}
