{"id":"https://openalex.org/W4385488698","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191100","title":"3D Super Resolution for Non-Isotropic Medical Image Through Multi-Input 3D ResUnet","display_name":"3D Super Resolution for Non-Isotropic Medical Image Through Multi-Input 3D ResUnet","publication_year":2023,"publication_date":"2023-06-18","ids":{"openalex":"https://openalex.org/W4385488698","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191100"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn54540.2023.10191100","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn54540.2023.10191100","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","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/A5023397962","display_name":"You-jin Seo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126996","display_name":"Sejong Institute","ror":"https://ror.org/03qs3qx17","country_code":"KR","type":"nonprofit","lineage":["https://openalex.org/I4210126996"]},{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]},{"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":true,"raw_author_name":"Youjin Seo","raw_affiliation_strings":["Korea University, Sejong,Interdisciplinary Graduate Program for Artificial Intelligence Smart Convergence Technology,Sejong,Republic of Korea","Interdisciplinary Graduate Program for Artificial Intelligence Smart Convergence Technology, Korea University, Sejong, Sejong, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Korea University, Sejong,Interdisciplinary Graduate Program for Artificial Intelligence Smart Convergence Technology,Sejong,Republic of Korea","institution_ids":["https://openalex.org/I28777354","https://openalex.org/I4210126996"]},{"raw_affiliation_string":"Interdisciplinary Graduate Program for Artificial Intelligence Smart Convergence Technology, Korea University, Sejong, Sejong, Republic of Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018037932","display_name":"ByeongChang Jeong","orcid":null},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]},{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]},{"id":"https://openalex.org/I4210126996","display_name":"Sejong Institute","ror":"https://ror.org/03qs3qx17","country_code":"KR","type":"nonprofit","lineage":["https://openalex.org/I4210126996"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"ByeongChang Jeong","raw_affiliation_strings":["Korea University, Sejong,Interdisciplinary Graduate Program for Artificial Intelligence Smart Convergence Technology,Sejong,Republic of Korea","Interdisciplinary Graduate Program for Artificial Intelligence Smart Convergence Technology, Korea University, Sejong, Sejong, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Korea University, Sejong,Interdisciplinary Graduate Program for Artificial Intelligence Smart Convergence Technology,Sejong,Republic of Korea","institution_ids":["https://openalex.org/I28777354","https://openalex.org/I4210126996"]},{"raw_affiliation_string":"Interdisciplinary Graduate Program for Artificial Intelligence Smart Convergence Technology, Korea University, Sejong, Sejong, Republic of Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112972629","display_name":"Yeji Yoon","orcid":null},"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"]},{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yeji Yoon","raw_affiliation_strings":["Korea University, Sejong,Dept. of Electronics and Information Engineering,Sejong,Republic of Korea","Dept. of Electronics and Information Engineering, Korea University, Sejong, Sejong, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Korea University, Sejong,Dept. of Electronics and Information Engineering,Sejong,Republic of Korea","institution_ids":["https://openalex.org/I28777354"]},{"raw_affiliation_string":"Dept. of Electronics and Information Engineering, Korea University, Sejong, Sejong, Republic of Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108268507","display_name":"Daegyeom Kim","orcid":"https://orcid.org/0009-0003-8573-8820"},"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"]},{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Daegyeom Kim","raw_affiliation_strings":["Korea University, Sejong,Dept. of Electronics and Information Engineering,Sejong,Republic of Korea","Dept. of Electronics and Information Engineering, Korea University, Sejong, Sejong, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Korea University, Sejong,Dept. of Electronics and Information Engineering,Sejong,Republic of Korea","institution_ids":["https://openalex.org/I28777354"]},{"raw_affiliation_string":"Dept. of Electronics and Information Engineering, Korea University, Sejong, Sejong, Republic of Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102997616","display_name":"Ju\u2010Hong Min","orcid":"https://orcid.org/0000-0002-7338-9067"},"institutions":[{"id":"https://openalex.org/I2802194831","display_name":"Samsung Medical Center","ror":"https://ror.org/05a15z872","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I2250650973","https://openalex.org/I2802194831"]},{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"JuHong Min","raw_affiliation_strings":["Sungkyunkwan University,Samsung Medical Center,Dept. of Neurology,Seoul,Republic of Korea","Dept. of Neurology, Samsung Medical Center, Sungkyunkwan University, Seoul, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Sungkyunkwan University,Samsung Medical Center,Dept. of Neurology,Seoul,Republic of Korea","institution_ids":["https://openalex.org/I2802194831"]},{"raw_affiliation_string":"Dept. of Neurology, Samsung Medical Center, Sungkyunkwan University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I2802194831","https://openalex.org/I848706"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016319560","display_name":"Cheol E. Han","orcid":"https://orcid.org/0000-0002-9994-6861"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]},{"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":"Cheol E. Han","raw_affiliation_strings":["Korea University, Sejong,Dept. of Electronics and Information Engineering,Sejong,Republic of Korea","Dept. of Electronics and Information Engineering, Korea University, Sejong, Sejong, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Korea University, Sejong,Dept. of Electronics and Information Engineering,Sejong,Republic of Korea","institution_ids":["https://openalex.org/I28777354"]},{"raw_affiliation_string":"Dept. of Electronics and Information Engineering, Korea University, Sejong, Sejong, Republic of Korea","institution_ids":["https://openalex.org/I197347611"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5023397962"],"corresponding_institution_ids":["https://openalex.org/I197347611","https://openalex.org/I28777354","https://openalex.org/I4210126996"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08202219,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9998999834060669,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9965000152587891,"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"}},{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/fluid-attenuated-inversion-recovery","display_name":"Fluid-attenuated inversion recovery","score":0.9721731543540955},{"id":"https://openalex.org/keywords/isotropy","display_name":"Isotropy","score":0.8698321580886841},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.5595006346702576},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5286203622817993},{"id":"https://openalex.org/keywords/high-resolution","display_name":"High resolution","score":0.5266233086585999},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5248413681983948},{"id":"https://openalex.org/keywords/nuclear-magnetic-resonance","display_name":"Nuclear magnetic resonance","score":0.512554407119751},{"id":"https://openalex.org/keywords/resolution","display_name":"Resolution (logic)","score":0.46057793498039246},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.44770270586013794},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.39117130637168884},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.24757236242294312},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.12248262763023376},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11509954929351807},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.10032385587692261}],"concepts":[{"id":"https://openalex.org/C101070640","wikidata":"https://www.wikidata.org/wiki/Q3737215","display_name":"Fluid-attenuated inversion recovery","level":3,"score":0.9721731543540955},{"id":"https://openalex.org/C184050105","wikidata":"https://www.wikidata.org/wiki/Q273163","display_name":"Isotropy","level":2,"score":0.8698321580886841},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.5595006346702576},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5286203622817993},{"id":"https://openalex.org/C3020199158","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"High resolution","level":2,"score":0.5266233086585999},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5248413681983948},{"id":"https://openalex.org/C46141821","wikidata":"https://www.wikidata.org/wiki/Q209402","display_name":"Nuclear magnetic resonance","level":1,"score":0.512554407119751},{"id":"https://openalex.org/C138268822","wikidata":"https://www.wikidata.org/wiki/Q1051925","display_name":"Resolution (logic)","level":2,"score":0.46057793498039246},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.44770270586013794},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.39117130637168884},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.24757236242294312},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.12248262763023376},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11509954929351807},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.10032385587692261},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn54540.2023.10191100","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn54540.2023.10191100","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2194775991","https://openalex.org/W2302255633","https://openalex.org/W2891158090","https://openalex.org/W2963372104","https://openalex.org/W2963470893","https://openalex.org/W3007268491","https://openalex.org/W4386083034","https://openalex.org/W6783596713"],"related_works":["https://openalex.org/W2397888002","https://openalex.org/W2356247871","https://openalex.org/W2373716292","https://openalex.org/W2381429000","https://openalex.org/W2364564193","https://openalex.org/W2393352769","https://openalex.org/W2049687301","https://openalex.org/W4212954839","https://openalex.org/W3190051883","https://openalex.org/W4401570279"],"abstract_inverted_index":{"Fluid-attenuated":[0],"inversion":[1],"recovery":[2],"imaging":[3,25],"(FLAIR)":[4],"is":[5,12],"a":[6,54,71,87],"magnetic":[7],"resonance":[8],"(MR)":[9],"method":[10],"that":[11,75],"frequently":[13],"utilized":[14],"to":[15,61],"diagnose":[16],"brain":[17],"lesions.":[18],"However,":[19],"it":[20],"usually":[21],"provides":[22],"transverse":[23],"section":[24],"in":[26,34,44],"high":[27],"resolution":[28,33,58],"but":[29],"with":[30],"very":[31],"low":[32],"the":[35,105],"other":[36],"axis.":[37],"This":[38],"non-isotropy":[39],"huddles":[40],"its":[41,84],"wide":[42],"utilization":[43],"research":[45],"including":[46],"machine":[47],"learning.":[48],"In":[49],"this":[50],"study,":[51],"we":[52],"applied":[53],"deep-learning":[55],"based":[56],"super":[57],"(SR)":[59],"technique":[60],"convert":[62],"non-isotropic":[63],"FLAIR":[64,78,95,106],"images":[65,82,96],"into":[66],"isotropic":[67,94],"one.":[68],"We":[69],"proposed":[70,90],"multi-input":[72],"3D":[73,109],"ResUnet":[74],"uses":[76],"both":[77],"and":[79,103],"T1-weighted":[80],"MR":[81],"as":[83],"inputs.":[85],"As":[86],"result,":[88],"our":[89],"model":[91],"successfully":[92],"reconstructed":[93],"(SSIM:":[97],"0.9947":[98],"<tex":[99],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[100],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\pm":[101],"0.0009)$</tex>,":[102],"out-performed":[104],"only":[107],"single-input":[108],"ResUnet.":[110]},"counts_by_year":[],"updated_date":"2025-12-24T23:09:58.560324","created_date":"2025-10-10T00:00:00"}