{"id":"https://openalex.org/W3189205129","doi":"https://doi.org/10.1186/s13640-021-00569-z","title":"Superresolution reconstruction method for ancient murals based on the stable enhanced generative adversarial network","display_name":"Superresolution reconstruction method for ancient murals based on the stable enhanced generative adversarial network","publication_year":2021,"publication_date":"2021-07-30","ids":{"openalex":"https://openalex.org/W3189205129","doi":"https://doi.org/10.1186/s13640-021-00569-z","mag":"3189205129"},"language":"en","primary_location":{"id":"doi:10.1186/s13640-021-00569-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-021-00569-z","pdf_url":"https://jivp-eurasipjournals.springeropen.com/track/pdf/10.1186/s13640-021-00569-z","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://jivp-eurasipjournals.springeropen.com/track/pdf/10.1186/s13640-021-00569-z","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032414381","display_name":"Jianfang Cao","orcid":"https://orcid.org/0000-0003-3687-3738"},"institutions":[{"id":"https://openalex.org/I28992388","display_name":"Xinzhou Teachers University","ror":"https://ror.org/01175g155","country_code":"CN","type":"education","lineage":["https://openalex.org/I28992388"]},{"id":"https://openalex.org/I46305995","display_name":"Taiyuan University of Science and Technology","ror":"https://ror.org/01wcbdc92","country_code":"CN","type":"education","lineage":["https://openalex.org/I46305995"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianfang Cao","raw_affiliation_strings":["Department of Computer Science & Technology, Xinzhou Teachers University, No. 10 Heping West Street, Xinzhou, 034000, China","School of Computer Science & Technology, Taiyuan University of Science and Technology, Taiyuan, 030024, China"],"raw_orcid":"https://orcid.org/0000-0003-3687-3738","affiliations":[{"raw_affiliation_string":"Department of Computer Science & Technology, Xinzhou Teachers University, No. 10 Heping West Street, Xinzhou, 034000, China","institution_ids":["https://openalex.org/I28992388"]},{"raw_affiliation_string":"School of Computer Science & Technology, Taiyuan University of Science and Technology, Taiyuan, 030024, China","institution_ids":["https://openalex.org/I46305995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036128836","display_name":"Yiming Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I46305995","display_name":"Taiyuan University of Science and Technology","ror":"https://ror.org/01wcbdc92","country_code":"CN","type":"education","lineage":["https://openalex.org/I46305995"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiming Jia","raw_affiliation_strings":["School of Computer Science & Technology, Taiyuan University of Science and Technology, Taiyuan, 030024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science & Technology, Taiyuan University of Science and Technology, Taiyuan, 030024, China","institution_ids":["https://openalex.org/I46305995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017773113","display_name":"Minmin Yan","orcid":null},"institutions":[{"id":"https://openalex.org/I46305995","display_name":"Taiyuan University of Science and Technology","ror":"https://ror.org/01wcbdc92","country_code":"CN","type":"education","lineage":["https://openalex.org/I46305995"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minmin Yan","raw_affiliation_strings":["School of Computer Science & Technology, Taiyuan University of Science and Technology, Taiyuan, 030024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science & Technology, Taiyuan University of Science and Technology, Taiyuan, 030024, China","institution_ids":["https://openalex.org/I46305995"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030063362","display_name":"Xiaodong Tian","orcid":"https://orcid.org/0000-0001-6448-3193"},"institutions":[{"id":"https://openalex.org/I46305995","display_name":"Taiyuan University of Science and Technology","ror":"https://ror.org/01wcbdc92","country_code":"CN","type":"education","lineage":["https://openalex.org/I46305995"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodong Tian","raw_affiliation_strings":["School of Computer Science & Technology, Taiyuan University of Science and Technology, Taiyuan, 030024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science & Technology, Taiyuan University of Science and Technology, Taiyuan, 030024, China","institution_ids":["https://openalex.org/I46305995"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5032414381"],"corresponding_institution_ids":["https://openalex.org/I28992388","https://openalex.org/I46305995"],"apc_list":{"value":1665,"currency":"USD","value_usd":1665},"apc_paid":{"value":1665,"currency":"USD","value_usd":1665},"fwci":0.5563,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.64071661,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"2021","issue":"1","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":0.9997000098228455,"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":0.9997000098228455,"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":0.9914000034332275,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.984499990940094,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.7952947616577148},{"id":"https://openalex.org/keywords/upsampling","display_name":"Upsampling","score":0.7611808776855469},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6913412809371948},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6814787983894348},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.590059220790863},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.560204267501831},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5214537978172302},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4986701011657715},{"id":"https://openalex.org/keywords/inpainting","display_name":"Inpainting","score":0.46142297983169556},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.44647490978240967},{"id":"https://openalex.org/keywords/hallucinating","display_name":"Hallucinating","score":0.44395166635513306},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.424361914396286},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42023080587387085},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3449029326438904}],"concepts":[{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.7952947616577148},{"id":"https://openalex.org/C110384440","wikidata":"https://www.wikidata.org/wiki/Q1143270","display_name":"Upsampling","level":3,"score":0.7611808776855469},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6913412809371948},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6814787983894348},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.590059220790863},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.560204267501831},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5214537978172302},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4986701011657715},{"id":"https://openalex.org/C11727466","wikidata":"https://www.wikidata.org/wiki/Q1628157","display_name":"Inpainting","level":3,"score":0.46142297983169556},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.44647490978240967},{"id":"https://openalex.org/C2911011789","wikidata":"https://www.wikidata.org/wiki/Q130741","display_name":"Hallucinating","level":2,"score":0.44395166635513306},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.424361914396286},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42023080587387085},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3449029326438904},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13640-021-00569-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-021-00569-z","pdf_url":"https://jivp-eurasipjournals.springeropen.com/track/pdf/10.1186/s13640-021-00569-z","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0d3167f0fc874e3ebd592add50ca115d","is_oa":true,"landing_page_url":"https://doaj.org/article/0d3167f0fc874e3ebd592add50ca115d","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":"EURASIP Journal on Image and Video Processing, Vol 2021, Iss 1, Pp 1-23 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13640-021-00569-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-021-00569-z","pdf_url":"https://jivp-eurasipjournals.springeropen.com/track/pdf/10.1186/s13640-021-00569-z","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6800000071525574,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G2965775376","display_name":null,"funder_award_id":"[grant number 201701D21059]","funder_id":"https://openalex.org/F4320322666","funder_display_name":"Natural Science Foundation of Shanxi Province"},{"id":"https://openalex.org/G3110485806","display_name":null,"funder_award_id":"(201701D21059)","funder_id":"https://openalex.org/F4320322666","funder_display_name":"Natural Science Foundation of Shanxi Province"},{"id":"https://openalex.org/G3138467685","display_name":null,"funder_award_id":"20190130","funder_id":"https://openalex.org/F4320322666","funder_display_name":"Natural Science Foundation of Shanxi Province"},{"id":"https://openalex.org/G6514335741","display_name":null,"funder_award_id":"20180601","funder_id":"https://openalex.org/F4320322666","funder_display_name":"Natural Science Foundation of Shanxi Province"},{"id":"https://openalex.org/G6721599286","display_name":null,"funder_award_id":"2017F06","funder_id":"https://openalex.org/F4320322666","funder_display_name":"Natural Science Foundation of Shanxi Province"}],"funders":[{"id":"https://openalex.org/F4320322666","display_name":"Natural Science Foundation of Shanxi Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3189205129.pdf","grobid_xml":"https://content.openalex.org/works/W3189205129.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W54257720","https://openalex.org/W935139217","https://openalex.org/W1885185971","https://openalex.org/W2058523468","https://openalex.org/W2087380704","https://openalex.org/W2104876002","https://openalex.org/W2118963448","https://openalex.org/W2121058967","https://openalex.org/W2124378283","https://openalex.org/W2214802144","https://openalex.org/W2503339013","https://openalex.org/W2607041014","https://openalex.org/W2725258829","https://openalex.org/W2735224642","https://openalex.org/W2780544323","https://openalex.org/W2926315443","https://openalex.org/W2952773607","https://openalex.org/W2963446712","https://openalex.org/W2963470893","https://openalex.org/W3032400974","https://openalex.org/W3039250377","https://openalex.org/W3152711328","https://openalex.org/W6600020421","https://openalex.org/W6600577311","https://openalex.org/W6603510433","https://openalex.org/W6604435517"],"related_works":["https://openalex.org/W4206753990","https://openalex.org/W3118801205","https://openalex.org/W3027110395","https://openalex.org/W3109174731","https://openalex.org/W4285125754","https://openalex.org/W4389325980","https://openalex.org/W3214732802","https://openalex.org/W3209202081","https://openalex.org/W4293869205","https://openalex.org/W4226324275"],"abstract_inverted_index":{"Abstract":[0],"A":[1,197],"stable":[2],"enhanced":[3],"superresolution":[4,186],"generative":[5,166],"adversarial":[6,116,136],"network":[7,78,101,167],"(SESRGAN)":[8],"algorithm":[9,27,182,211],"was":[10,131,201],"proposed":[11,123,181],"in":[12,23,66,188,214],"this":[13],"study":[14,94],"to":[15,40,62,85,133,163,169],"address":[16],"the":[17,31,48,52,57,69,87,90,97,100,110,122,135,139,143,149,165,180,205,217,226],"low-resolution":[18],"and":[19,68,115,146,193,204],"blurred":[20],"texture":[21],"details":[22,98],"ancient":[24],"murals.":[25],"This":[26,93],"makes":[28],"improvements":[29],"on":[30],"basis":[32],"of":[33,51,89,99,138,190],"GANs,":[34],"which":[35],"use":[36],"dense":[37],"residual":[38],"blocks":[39],"extract":[41],"image":[42,53,60,72],"features.":[43],"After":[44],"two":[45],"upsampling":[46],"steps,":[47],"feature":[49,151],"information":[50,152],"is":[54,73],"input":[55,91],"into":[56,121],"high-resolution":[58],"(HR)":[59],"space":[61],"realize":[63],"an":[64],"improvement":[65],"resolution,":[67],"reconstructed":[70,206],"HR":[71],"finally":[74],"generated.":[75],"The":[76,125,174],"discriminator":[77],"uses":[79],"VGG":[80],"as":[81],"its":[82],"basic":[83],"framework":[84],"judge":[86],"authenticity":[88],"image.":[92],"further":[95],"optimized":[96],"model.":[102],"In":[103,156],"addition,":[104,157],"three":[105],"loss":[106,117,137,145],"optimization":[107],"models,":[108,118],"i.e.,":[109],"perceptual":[111,144],"loss,":[112,114],"content":[113],"were":[119,161,212],"integrated":[120],"algorithm.":[124],"Wasserstein":[126],"GAN-gradient":[127],"penalty":[128],"(WGAN-GP)":[129],"theory":[130],"used":[132,162],"optimize":[134],"model":[140,168],"when":[141,147],"calculating":[142],"using":[148],"preactivation":[150],"for":[153],"calculation":[154],"purposes.":[155],"public":[158],"data":[159],"sets":[160],"pretrain":[164],"achieve":[170],"a":[171],"high-quality":[172],"initialization.":[173],"simulation":[175],"experiment":[176],"results":[177],"showed":[178],"that":[179],"outperforms":[183],"other":[184,227],"related":[185],"algorithms":[187],"terms":[189],"both":[191],"objective":[192],"subjective":[194,198],"evaluation":[195,200],"indicators.":[196],"perception":[199,221],"also":[202],"conducted,":[203],"images":[207],"produced":[208,224],"by":[209,225],"our":[210],"more":[213],"line":[215],"with":[216],"general":[218],"public\u2019s":[219],"visual":[220],"than":[222],"those":[223],"compared":[228],"algorithms.":[229]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}