{"id":"https://openalex.org/W4397002484","doi":"https://doi.org/10.1007/s00521-024-09890-w","title":"Deep learning-based magnetic resonance image super-resolution: a survey","display_name":"Deep learning-based magnetic resonance image super-resolution: a survey","publication_year":2024,"publication_date":"2024-05-17","ids":{"openalex":"https://openalex.org/W4397002484","doi":"https://doi.org/10.1007/s00521-024-09890-w"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-024-09890-w","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-024-09890-w","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-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/A5029741683","display_name":"Zexin Ji","orcid":"https://orcid.org/0000-0002-8811-2335"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zexin Ji","raw_affiliation_strings":["Hunan Engineering Research Center of Machine Vision and Intelligent Medicine, Central South University, Changsha, 410083, China","School of Computer Science and Engineering, Central South University, Changsha, 410083, China"],"affiliations":[{"raw_affiliation_string":"Hunan Engineering Research Center of Machine Vision and Intelligent Medicine, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062015169","display_name":"Beiji Zou","orcid":"https://orcid.org/0000-0002-3542-1097"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Beiji Zou","raw_affiliation_strings":["Hunan Engineering Research Center of Machine Vision and Intelligent Medicine, Central South University, Changsha, 410083, China","School of Computer Science and Engineering, Central South University, Changsha, 410083, China"],"affiliations":[{"raw_affiliation_string":"Hunan Engineering Research Center of Machine Vision and Intelligent Medicine, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077488582","display_name":"Xiaoyan Kui","orcid":"https://orcid.org/0000-0002-9957-7867"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyan Kui","raw_affiliation_strings":["Hunan Engineering Research Center of Machine Vision and Intelligent Medicine, Central South University, Changsha, 410083, China","School of Computer Science and Engineering, Central South University, Changsha, 410083, China"],"affiliations":[{"raw_affiliation_string":"Hunan Engineering Research Center of Machine Vision and Intelligent Medicine, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100361891","display_name":"Jun Liu","orcid":"https://orcid.org/0000-0002-6004-0675"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210153856","display_name":"Second Xiangya Hospital of Central South University","ror":"https://ror.org/053v2gh09","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153856"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Liu","raw_affiliation_strings":["Department of Radiology, The Second Xiangya Hospital, Central South University, Changsha, 410011, China"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Second Xiangya Hospital, Central South University, Changsha, 410011, China","institution_ids":["https://openalex.org/I4210153856","https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009949085","display_name":"Wei Zhao","orcid":"https://orcid.org/0000-0002-3679-6165"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210153856","display_name":"Second Xiangya Hospital of Central South University","ror":"https://ror.org/053v2gh09","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153856"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhao","raw_affiliation_strings":["Department of Radiology, The Second Xiangya Hospital, Central South University, Changsha, 410011, China"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Second Xiangya Hospital, Central South University, Changsha, 410011, China","institution_ids":["https://openalex.org/I4210153856","https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101408416","display_name":"Chengzhang Zhu","orcid":"https://orcid.org/0000-0001-8825-0992"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengzhang Zhu","raw_affiliation_strings":["Hunan Engineering Research Center of Machine Vision and Intelligent Medicine, Central South University, Changsha, 410083, China","School of Computer Science and Engineering, Central South University, Changsha, 410083, China","The College of Literature and Journalism, Central South University, Changsha, 410083, China"],"affiliations":[{"raw_affiliation_string":"Hunan Engineering Research Center of Machine Vision and Intelligent Medicine, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"The College of Literature and Journalism, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049128802","display_name":"Peishan Dai","orcid":"https://orcid.org/0000-0001-5531-2085"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peishan Dai","raw_affiliation_strings":["Hunan Engineering Research Center of Machine Vision and Intelligent Medicine, Central South University, Changsha, 410083, China","School of Computer Science and Engineering, Central South University, Changsha, 410083, China"],"affiliations":[{"raw_affiliation_string":"Hunan Engineering Research Center of Machine Vision and Intelligent Medicine, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019930335","display_name":"Yulan Dai","orcid":"https://orcid.org/0000-0003-3143-7347"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yulan Dai","raw_affiliation_strings":["Hunan Engineering Research Center of Machine Vision and Intelligent Medicine, Central South University, Changsha, 410083, China","School of Computer Science and Engineering, Central South University, Changsha, 410083, China"],"affiliations":[{"raw_affiliation_string":"Hunan Engineering Research Center of Machine Vision and Intelligent Medicine, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5029741683"],"corresponding_institution_ids":["https://openalex.org/I139660479"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":1.2846,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.80373786,"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":null,"last_page":null},"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":0.9955999851226807,"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":0.9916999936103821,"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/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.608275294303894},{"id":"https://openalex.org/keywords/superresolution","display_name":"Superresolution","score":0.5100401043891907},{"id":"https://openalex.org/keywords/nuclear-magnetic-resonance","display_name":"Nuclear magnetic resonance","score":0.43159565329551697},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.40687328577041626},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.393722802400589},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.35577884316444397},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32771915197372437},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.27697598934173584},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2009308636188507},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.12669777870178223}],"concepts":[{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.608275294303894},{"id":"https://openalex.org/C141239990","wikidata":"https://www.wikidata.org/wiki/Q957423","display_name":"Superresolution","level":3,"score":0.5100401043891907},{"id":"https://openalex.org/C46141821","wikidata":"https://www.wikidata.org/wiki/Q209402","display_name":"Nuclear magnetic resonance","level":1,"score":0.43159565329551697},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.40687328577041626},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.393722802400589},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35577884316444397},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32771915197372437},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.27697598934173584},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2009308636188507},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.12669777870178223}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00521-024-09890-w","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-024-09890-w","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1921880155","display_name":null,"funder_award_id":"62177047","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3910816902","display_name":null,"funder_award_id":"2018AAA0102100","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6404191202","display_name":null,"funder_award_id":"U22A2034","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":124,"referenced_works":["https://openalex.org/W54257720","https://openalex.org/W1166075517","https://openalex.org/W1641498739","https://openalex.org/W1930824406","https://openalex.org/W1987869189","https://openalex.org/W1990615595","https://openalex.org/W2003627360","https://openalex.org/W2058881601","https://openalex.org/W2117644767","https://openalex.org/W2132710243","https://openalex.org/W2133665775","https://openalex.org/W2134495751","https://openalex.org/W2140854449","https://openalex.org/W2142884912","https://openalex.org/W2150534249","https://openalex.org/W2168668658","https://openalex.org/W2183341477","https://openalex.org/W2187351272","https://openalex.org/W2194775991","https://openalex.org/W2242218935","https://openalex.org/W2331128040","https://openalex.org/W2338760177","https://openalex.org/W2475287302","https://openalex.org/W2476548250","https://openalex.org/W2562637781","https://openalex.org/W2607041014","https://openalex.org/W2743628679","https://openalex.org/W2765961644","https://openalex.org/W2794800073","https://openalex.org/W2804047627","https://openalex.org/W2807184855","https://openalex.org/W2808495892","https://openalex.org/W2894290558","https://openalex.org/W2897421580","https://openalex.org/W2901354392","https://openalex.org/W2906473494","https://openalex.org/W2912226037","https://openalex.org/W2914388980","https://openalex.org/W2942080485","https://openalex.org/W2953977469","https://openalex.org/W2963372104","https://openalex.org/W2963446712","https://openalex.org/W2963470893","https://openalex.org/W2963645458","https://openalex.org/W2964297772","https://openalex.org/W2966737464","https://openalex.org/W2975754168","https://openalex.org/W2976922789","https://openalex.org/W2978392370","https://openalex.org/W2979460491","https://openalex.org/W2982047356","https://openalex.org/W2989249732","https://openalex.org/W2992937964","https://openalex.org/W3000367425","https://openalex.org/W3005191255","https://openalex.org/W3026014384","https://openalex.org/W3069245681","https://openalex.org/W3093127150","https://openalex.org/W3101162162","https://openalex.org/W3101204238","https://openalex.org/W3101500493","https://openalex.org/W3102018640","https://openalex.org/W3110966546","https://openalex.org/W3127982698","https://openalex.org/W3134103558","https://openalex.org/W3138516171","https://openalex.org/W3139408336","https://openalex.org/W3140469881","https://openalex.org/W3157684158","https://openalex.org/W3162028189","https://openalex.org/W3171613875","https://openalex.org/W3175894866","https://openalex.org/W3181885716","https://openalex.org/W3183434090","https://openalex.org/W3186561181","https://openalex.org/W3187318590","https://openalex.org/W3189405384","https://openalex.org/W3190218712","https://openalex.org/W3194376695","https://openalex.org/W3197279620","https://openalex.org/W3199505878","https://openalex.org/W3200231920","https://openalex.org/W3200673423","https://openalex.org/W3202223141","https://openalex.org/W3202624106","https://openalex.org/W3211381050","https://openalex.org/W3214845102","https://openalex.org/W4205182665","https://openalex.org/W4210500502","https://openalex.org/W4213164216","https://openalex.org/W4223527846","https://openalex.org/W4225305037","https://openalex.org/W4225887539","https://openalex.org/W4229042434","https://openalex.org/W4229333387","https://openalex.org/W4292840155","https://openalex.org/W4293059155","https://openalex.org/W4296057623","https://openalex.org/W4296433005","https://openalex.org/W4296959836","https://openalex.org/W4297847054","https://openalex.org/W4304080867","https://openalex.org/W4307930312","https://openalex.org/W4308555638","https://openalex.org/W4308580198","https://openalex.org/W4308641366","https://openalex.org/W4310557311","https://openalex.org/W4311512784","https://openalex.org/W4312233661","https://openalex.org/W4312646248","https://openalex.org/W4312973158","https://openalex.org/W4313527280","https://openalex.org/W4361861727","https://openalex.org/W4367663436","https://openalex.org/W4376133665","https://openalex.org/W4383067928","https://openalex.org/W4385412453","https://openalex.org/W4385764511","https://openalex.org/W4387210992","https://openalex.org/W4387211174","https://openalex.org/W4387211202","https://openalex.org/W4387211264","https://openalex.org/W4387211403","https://openalex.org/W4390873327"],"related_works":["https://openalex.org/W3216672236","https://openalex.org/W4250542427","https://openalex.org/W3021493803","https://openalex.org/W2257755506","https://openalex.org/W2216090681","https://openalex.org/W2011111248","https://openalex.org/W4256129901","https://openalex.org/W2002934375","https://openalex.org/W2006468016","https://openalex.org/W2912860444"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
