{"id":"https://openalex.org/W4378907344","doi":"https://doi.org/10.1109/access.2023.3281693","title":"Development of ResNet152 UNet++-Based Segmentation Algorithm for the Tympanic Membrane and Affected Areas","display_name":"Development of ResNet152 UNet++-Based Segmentation Algorithm for the Tympanic Membrane and Affected Areas","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4378907344","doi":"https://doi.org/10.1109/access.2023.3281693"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3281693","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3281693","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10138898.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/ielx7/6287639/10005208/10138898.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058173776","display_name":"T.W. Kim","orcid":"https://orcid.org/0000-0001-9808-9901"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Taewan Kim","raw_affiliation_strings":["Department of Applied Artificial Intelligence, Major in Bio Artificial Intelligence, Hanyang University, Ansan, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0001-9808-9901","affiliations":[{"raw_affiliation_string":"Department of Applied Artificial Intelligence, Major in Bio Artificial Intelligence, Hanyang University, Ansan, Republic of Korea","institution_ids":["https://openalex.org/I4575257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023924686","display_name":"Kyoung Ho Oh","orcid":"https://orcid.org/0000-0003-2075-5905"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kyoungho Oh","raw_affiliation_strings":["Department of Otorhinolaryngology-Head and Neck Surgery, Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Otorhinolaryngology-Head and Neck Surgery, Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100344650","display_name":"Jaeyoung Kim","orcid":"https://orcid.org/0000-0001-8889-6953"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]},{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["CA","KR"],"is_corresponding":false,"raw_author_name":"Jaeyoung Kim","raw_affiliation_strings":["Core Research and Development Center, Korea University Ansan Hospital, Ansan, Republic of Korea","Cancer Control Research Program, BC Cancer, Vancouver, Canada","Department of Dermatology and Skin Sciences, The University of British Columbia, Vancouver, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Core Research and Development Center, Korea University Ansan Hospital, Ansan, Republic of Korea","institution_ids":["https://openalex.org/I197347611"]},{"raw_affiliation_string":"Cancer Control Research Program, BC Cancer, Vancouver, Canada","institution_ids":[]},{"raw_affiliation_string":"Department of Dermatology and Skin Sciences, The University of British Columbia, Vancouver, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082578648","display_name":"Yeonjoon Lee","orcid":"https://orcid.org/0000-0002-5010-8277"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yeonjoon Lee","raw_affiliation_strings":["Department of Applied Artificial Intelligence, Major in Bio Artificial Intelligence, Hanyang University, Ansan, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-5010-8277","affiliations":[{"raw_affiliation_string":"Department of Applied Artificial Intelligence, Major in Bio Artificial Intelligence, Hanyang University, Ansan, Republic of Korea","institution_ids":["https://openalex.org/I4575257"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040716297","display_name":"June Choi","orcid":"https://orcid.org/0000-0002-6330-279X"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"June Choi","raw_affiliation_strings":["Department of Otorhinolaryngology-Head and Neck Surgery, Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Otorhinolaryngology-Head and Neck Surgery, Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea","institution_ids":["https://openalex.org/I197347611"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.0291,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.92191403,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"11","issue":null,"first_page":"56225","last_page":"56234"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10861","display_name":"Ear Surgery and Otitis Media","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2733","display_name":"Otorhinolaryngology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10861","display_name":"Ear Surgery and Otitis Media","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2733","display_name":"Otorhinolaryngology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10860","display_name":"Speech and Audio Processing","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/segmentation","display_name":"Segmentation","score":0.7372477650642395},{"id":"https://openalex.org/keywords/cad","display_name":"CAD","score":0.7059723138809204},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6228245496749878},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5526590347290039},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45263752341270447},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36268457770347595},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32097822427749634}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7372477650642395},{"id":"https://openalex.org/C194789388","wikidata":"https://www.wikidata.org/wiki/Q17855283","display_name":"CAD","level":2,"score":0.7059723138809204},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6228245496749878},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5526590347290039},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45263752341270447},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36268457770347595},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32097822427749634},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3281693","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3281693","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10138898.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:4e1d96288a5c410b9bef0e7d94eda8ec","is_oa":true,"landing_page_url":"https://doaj.org/article/4e1d96288a5c410b9bef0e7d94eda8ec","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 11, Pp 56225-56234 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3281693","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3281693","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10138898.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":[{"score":0.6100000143051147,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G1229765420","display_name":null,"funder_award_id":"IITP-2022-RS-2022-00156439","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G2879432494","display_name":null,"funder_award_id":"2020001343","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G3229698724","display_name":null,"funder_award_id":"NRF-2022R1F1A1074999","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G3740069686","display_name":null,"funder_award_id":"2020-0-01343","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G4026382463","display_name":null,"funder_award_id":"RS-2022-00155885","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G4386727674","display_name":null,"funder_award_id":"RS-2022-00155885","funder_id":"https://openalex.org/F4320321142","funder_display_name":"Hanyang University"},{"id":"https://openalex.org/G4700831490","display_name":null,"funder_award_id":"2022-","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G6052982972","display_name":null,"funder_award_id":"No.RS-2022-00155885","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G6784809855","display_name":null,"funder_award_id":"IITP-2022-RS-2022-00156439","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G701122767","display_name":null,"funder_award_id":"No.2020\u20130-01343","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G826808851","display_name":null,"funder_award_id":"RS-2022-00155885","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G859181306","display_name":null,"funder_award_id":"IITP-2022-RS-2022-00156439","funder_id":"https://openalex.org/F4320319350","funder_display_name":"Korea Occupational Safety and Health Agency"}],"funders":[{"id":"https://openalex.org/F4320319350","display_name":"Korea Occupational Safety and Health Agency","ror":"https://ror.org/00qj2j544"},{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321142","display_name":"Hanyang University","ror":"https://ror.org/046865y68"},{"id":"https://openalex.org/F4320321373","display_name":"Korea University","ror":"https://ror.org/047dqcg40"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320324891","display_name":"Iran Telecommunication Research Center","ror":"https://ror.org/01a3g2z22"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4378907344.pdf","grobid_xml":"https://content.openalex.org/works/W4378907344.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1535457278","https://openalex.org/W1686810756","https://openalex.org/W1901129140","https://openalex.org/W1970712861","https://openalex.org/W2035361700","https://openalex.org/W2042559769","https://openalex.org/W2097117768","https://openalex.org/W2132767035","https://openalex.org/W2141619730","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2612250228","https://openalex.org/W2884017319","https://openalex.org/W2884436604","https://openalex.org/W2907107431","https://openalex.org/W2953500355","https://openalex.org/W2955214356","https://openalex.org/W2963446712","https://openalex.org/W2964350391","https://openalex.org/W2982297722","https://openalex.org/W2997569720","https://openalex.org/W3089376548","https://openalex.org/W3153359550","https://openalex.org/W4214825571","https://openalex.org/W6637373629","https://openalex.org/W6639824700","https://openalex.org/W6642644156","https://openalex.org/W6757625557"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W637098845","https://openalex.org/W2410116073","https://openalex.org/W3044972437","https://openalex.org/W2275866607","https://openalex.org/W1908932129","https://openalex.org/W2587289131","https://openalex.org/W2365000768","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Otitis":[0],"media":[1],"(OM)":[2],"is":[3,79,82,169],"a":[4,107,174],"common":[5],"disease":[6],"in":[7,76,91,124,182,201],"childhood":[8],"that":[9,43,195],"may":[10],"have":[11],"aftereffects":[12],"such":[13,50],"as":[14,51],"hearing":[15],"loss.":[16],"Therefore,":[17,40],"early":[18,46],"diagnosis":[19,47],"and":[20,31,37,88,135,144,158,188,208],"proper":[21],"treatment":[22],"are":[23,33],"important.":[24],"However,":[25,59],"the":[26,45,86,96,117,122,125,130,133,142,154,162,170,186,206],"diagnostic":[27,53],"accuracies":[28],"of":[29,48,95,132,164,185,203,205],"otolaryngology":[30],"pediatrics":[32],"low,":[34],"at":[35],"73%":[36],"50%,":[38],"respectively.":[39],"clinical":[41],"work":[42],"supports":[44],"diseases,":[49],"computer-aided":[52],"(CAD)":[54],"systems,":[55],"can":[56,147],"be":[57,148],"helpful.":[58],"CAD":[60],"systems":[61],"for":[62],"diagnosing":[63],"ear":[64],"diseases":[65],"require":[66],"an":[67,92],"automatic":[68],"tympanic":[69],"membrane":[70],"(TM)":[71],"segmentation":[72,111,176,204],"model":[73,127,177],"to":[74,84,99,121,128,172,178],"assist":[75],"diagnosis.":[77],"This":[78],"because":[80],"it":[81],"difficult":[83],"detect":[85,129],"TM":[87,97,134,143,180,187,207],"affected":[89,136,145,209],"areas":[90,181],"endoscopic":[93,183],"image":[94,110],"owing":[98],"irregular":[100],"lighting.":[101],"In":[102],"this":[103,167],"study,":[104],"we":[105],"propose":[106],"ResNet152":[108,118,196],"UNet++":[109,126,159,197],"network.":[112],"The":[113,192],"proposed":[114,156],"method":[115],"applies":[116],"layer":[119],"structure":[120],"encoders":[123],"location":[131],"area":[137],"with":[138],"high":[139],"accuracy.":[140],"Furthermore,":[141],"regions":[146],"segmented":[149],"better":[150],"than":[151],"when":[152],"using":[153],"previously":[155],"UNet":[157],"models.":[160],"To":[161],"best":[163],"our":[165],"knowledge,":[166],"study":[168],"first":[171],"use":[173],"UNet++-based":[175],"segment":[179],"images":[184],"evaluate":[189],"its":[190],"performance.":[191],"experiments":[193],"revealed":[194],"outperforms":[198],"conventional":[199],"methods":[200],"terms":[202],"areas.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":3}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
