{"id":"https://openalex.org/W4205635493","doi":"https://doi.org/10.1109/access.2022.3143033","title":"Deep Learning in Barcode Recognition: A Systematic Literature Review","display_name":"Deep Learning in Barcode Recognition: A Systematic Literature Review","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4205635493","doi":"https://doi.org/10.1109/access.2022.3143033"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3143033","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3143033","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09681298.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09681298.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033379999","display_name":"Ratapol Wudhikarn","orcid":"https://orcid.org/0000-0003-1907-9444"},"institutions":[{"id":"https://openalex.org/I48076826","display_name":"Chiang Mai University","ror":"https://ror.org/05m2fqn25","country_code":"TH","type":"education","lineage":["https://openalex.org/I48076826"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Ratapol Wudhikarn","raw_affiliation_strings":["Department of Knowledge and Innovation Management, College of Arts, Media and Technology, Chiang Mai University, Chiang Mai, Thailand","Research Group of Modern Management and Information Technology, College of Arts, Media and Technology, Chiang Mai University, Chiang Mai, Thailand"],"raw_orcid":"https://orcid.org/0000-0003-1907-9444","affiliations":[{"raw_affiliation_string":"Department of Knowledge and Innovation Management, College of Arts, Media and Technology, Chiang Mai University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]},{"raw_affiliation_string":"Research Group of Modern Management and Information Technology, College of Arts, Media and Technology, Chiang Mai University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037914988","display_name":"Phasit Charoenkwan","orcid":"https://orcid.org/0000-0002-8161-6856"},"institutions":[{"id":"https://openalex.org/I48076826","display_name":"Chiang Mai University","ror":"https://ror.org/05m2fqn25","country_code":"TH","type":"education","lineage":["https://openalex.org/I48076826"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Phasit Charoenkwan","raw_affiliation_strings":["Department of Modern Management and Information Technology, College of Arts, Media and Technology, Chiang Mai University, Chiang Mai, Thailand","Research Group of Modern Management and Information Technology, College of Arts, Media and Technology, Chiang Mai University, Chiang Mai, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Modern Management and Information Technology, College of Arts, Media and Technology, Chiang Mai University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]},{"raw_affiliation_string":"Research Group of Modern Management and Information Technology, College of Arts, Media and Technology, Chiang Mai University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080579929","display_name":"Kanokwan Malang","orcid":"https://orcid.org/0000-0002-5164-8398"},"institutions":[{"id":"https://openalex.org/I48076826","display_name":"Chiang Mai University","ror":"https://ror.org/05m2fqn25","country_code":"TH","type":"education","lineage":["https://openalex.org/I48076826"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Kanokwan Malang","raw_affiliation_strings":["China Intelligence Center, College of Arts, Media and Technology, Chiang Mai University, Muang, Chiang Mai, Thailand","Department of Modern Management and Information Technology, College of Arts, Media and Technology, Chiang Mai University, Chiang Mai, Thailand"],"raw_orcid":"https://orcid.org/0000-0002-5164-8398","affiliations":[{"raw_affiliation_string":"China Intelligence Center, College of Arts, Media and Technology, Chiang Mai University, Muang, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]},{"raw_affiliation_string":"Department of Modern Management and Information Technology, College of Arts, Media and Technology, Chiang Mai University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I48076826"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.8301,"has_fulltext":true,"cited_by_count":41,"citation_normalized_percentile":{"value":0.83978638,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"10","issue":null,"first_page":"8049","last_page":"8072"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13270","display_name":"QR Code Applications and Technologies","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13270","display_name":"QR Code Applications and Technologies","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11393","display_name":"Biosensors and Analytical Detection","score":0.9865999817848206,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9799000024795532,"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/barcode","display_name":"Barcode","score":0.9866728186607361},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7869541645050049},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.5605423450469971},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5066297650337219},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47690296173095703},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.41086432337760925},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3261094093322754},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10717427730560303},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.06537482142448425}],"concepts":[{"id":"https://openalex.org/C2776841711","wikidata":"https://www.wikidata.org/wiki/Q856","display_name":"Barcode","level":2,"score":0.9866728186607361},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7869541645050049},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.5605423450469971},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5066297650337219},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47690296173095703},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.41086432337760925},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3261094093322754},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10717427730560303},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.06537482142448425},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3143033","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3143033","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09681298.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:eb6170fcbb1c48dcb9f6cc8ffc5473f9","is_oa":true,"landing_page_url":"https://doaj.org/article/eb6170fcbb1c48dcb9f6cc8ffc5473f9","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"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 10, Pp 8049-8072 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3143033","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3143033","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09681298.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":null,"license_id":null,"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/G2845059288","display_name":null,"funder_award_id":"NRCT5-RSA63004-05","funder_id":"https://openalex.org/F4320322817","funder_display_name":"National Research Council of Thailand"},{"id":"https://openalex.org/G4962173466","display_name":null,"funder_award_id":"NRCT5-RSA63004-05","funder_id":"https://openalex.org/F4320321529","funder_display_name":"Chiang Mai University"},{"id":"https://openalex.org/G5381323718","display_name":null,"funder_award_id":"NRCT5-RSA63004","funder_id":"https://openalex.org/F4320322817","funder_display_name":"National Research Council of Thailand"}],"funders":[{"id":"https://openalex.org/F4320321529","display_name":"Chiang Mai University","ror":"https://ror.org/05m2fqn25"},{"id":"https://openalex.org/F4320322817","display_name":"National Research Council of Thailand","ror":"https://ror.org/018wfhg78"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4205635493.pdf","grobid_xml":"https://content.openalex.org/works/W4205635493.grobid-xml"},"referenced_works_count":80,"referenced_works":["https://openalex.org/W40410894","https://openalex.org/W326883382","https://openalex.org/W1497675856","https://openalex.org/W1536680647","https://openalex.org/W1588276153","https://openalex.org/W1970907315","https://openalex.org/W1972001192","https://openalex.org/W1976173302","https://openalex.org/W2048438392","https://openalex.org/W2068207860","https://openalex.org/W2077761443","https://openalex.org/W2102526470","https://openalex.org/W2102605133","https://openalex.org/W2165783425","https://openalex.org/W2257979135","https://openalex.org/W2261765266","https://openalex.org/W2280627355","https://openalex.org/W2291326419","https://openalex.org/W2334604401","https://openalex.org/W2509155366","https://openalex.org/W2528299476","https://openalex.org/W2605550686","https://openalex.org/W2725326552","https://openalex.org/W2734408173","https://openalex.org/W2744699359","https://openalex.org/W2758533909","https://openalex.org/W2765299869","https://openalex.org/W2766195151","https://openalex.org/W2773050040","https://openalex.org/W2790488551","https://openalex.org/W2805029945","https://openalex.org/W2886640698","https://openalex.org/W2899523364","https://openalex.org/W2900330699","https://openalex.org/W2902307211","https://openalex.org/W2908754040","https://openalex.org/W2912386632","https://openalex.org/W2919115771","https://openalex.org/W2921855872","https://openalex.org/W2940475337","https://openalex.org/W2940612399","https://openalex.org/W2949660381","https://openalex.org/W2963037989","https://openalex.org/W2967506941","https://openalex.org/W2967604996","https://openalex.org/W2970650137","https://openalex.org/W2970739788","https://openalex.org/W2972349723","https://openalex.org/W2972885840","https://openalex.org/W2975115848","https://openalex.org/W2996367417","https://openalex.org/W2997323933","https://openalex.org/W3004442222","https://openalex.org/W3008359818","https://openalex.org/W3008606616","https://openalex.org/W3011594683","https://openalex.org/W3018808206","https://openalex.org/W3024464598","https://openalex.org/W3045264917","https://openalex.org/W3049231883","https://openalex.org/W3074741277","https://openalex.org/W3086779538","https://openalex.org/W3105335547","https://openalex.org/W3122437415","https://openalex.org/W3122557085","https://openalex.org/W3134475970","https://openalex.org/W3140854437","https://openalex.org/W3144682746","https://openalex.org/W3156556207","https://openalex.org/W3159650067","https://openalex.org/W3163339904","https://openalex.org/W4213270761","https://openalex.org/W4299518610","https://openalex.org/W6611259940","https://openalex.org/W6629838193","https://openalex.org/W6682132143","https://openalex.org/W6744631900","https://openalex.org/W6753786809","https://openalex.org/W6790415082","https://openalex.org/W6794867242"],"related_works":["https://openalex.org/W2256570403","https://openalex.org/W2074156223","https://openalex.org/W2103246366","https://openalex.org/W2901653204","https://openalex.org/W2102526470","https://openalex.org/W4378447789","https://openalex.org/W2613659923","https://openalex.org/W3207557903","https://openalex.org/W59016736","https://openalex.org/W2126742497"],"abstract_inverted_index":{"The":[0],"use":[1],"of":[2,37,48,53,65,84,110,149,185],"deep":[3],"learning":[4],"(DL)":[5],"for":[6,156,195],"barcode":[7,25,39,55,88,127,160,190],"recognition":[8,26,56],"and":[9,15,35,41,68,104,106,129,132,158],"analysis":[10],"has":[11,16,57],"achieved":[12],"remarkable":[13],"success":[14],"attracted":[17],"great":[18],"attention":[19],"in":[20,72,87,170],"various":[21],"domains.":[22],"Unlike":[23],"other":[24],"methods,":[27],"DL-based":[28,54],"approaches":[29],"can":[30],"significantly":[31],"improve":[32],"the":[33,50,73,108,111,119,138,171,182],"speed":[34],"accuracy":[36],"both":[38],"detection":[40],"decoding.":[42],"However,":[43],"after":[44],"almost":[45],"a":[46,93,179],"decade":[47],"progress,":[49],"current":[51],"status":[52],"yet":[58],"to":[59,79,100,126,135,166,189],"be":[60],"thoroughly":[61],"explored.":[62],"Specifically,":[63],"summaries":[64],"key":[66],"insights":[67],"gaps":[69],"remain":[70],"unavailable":[71],"literature.":[74],"Therefore,":[75],"this":[76,150],"study":[77,151],"aims":[78],"comprehensively":[80],"review":[81,97],"recent":[82],"applications":[83],"DL":[85,123,164,186],"methods":[86,165],"recognition.":[89],"We":[90],"mainly":[91],"conducted":[92],"well-constructed":[94],"systematic":[95],"literature":[96],"(SLR)":[98],"approach":[99],"collect":[101],"relevant":[102],"articles":[103],"evaluate":[105],"summarize":[107],"state":[109],"art.":[112],"This":[113],"study\u2019s":[114],"contributions":[115],"are":[116],"threefold.":[117],"First,":[118],"paper":[120],"highlights":[121],"new":[122],"approaches\u2019":[124],"applicability":[125],"localization":[128],"decoding":[130],"processes":[131],"their":[133],"potential":[134],"either":[136],"reduce":[137],"time":[139],"required":[140],"or":[141],"provide":[142],"higher":[143],"quality.":[144],"Second,":[145],"another":[146],"main":[147],"finding":[148],"signifies":[152],"an":[153],"increasing":[154],"demand":[155],"public":[157],"specific":[159],"datasets":[161],"that":[162],"allow":[163],"learn":[167],"more":[168],"efficiently":[169],"big":[172],"data":[173],"era.":[174],"Finally,":[175],"we":[176],"conclude":[177],"with":[178,187],"discussion":[180],"on":[181],"crucial":[183],"challenges":[184],"respect":[188],"recognition,":[191],"incorporating":[192],"promising":[193],"directions":[194],"future":[196],"research":[197],"development.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
