{"id":"https://openalex.org/W4391249089","doi":"https://doi.org/10.1109/tgrs.2024.3359095","title":"RGTGAN: Reference-Based Gradient-Assisted Texture-Enhancement GAN for Remote Sensing Super-Resolution","display_name":"RGTGAN: Reference-Based Gradient-Assisted Texture-Enhancement GAN for Remote Sensing Super-Resolution","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391249089","doi":"https://doi.org/10.1109/tgrs.2024.3359095"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3359095","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3359095","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Geoscience and Remote Sensing","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/A5077370425","display_name":"Ziming Tu","orcid":"https://orcid.org/0000-0002-4241-5410"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210088164","display_name":"Changchun Institute of Optics, Fine Mechanics and Physics","ror":"https://ror.org/012rct222","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziming Tu","raw_affiliation_strings":["Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, China","University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4241-5410","affiliations":[{"raw_affiliation_string":"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, China","institution_ids":["https://openalex.org/I4210088164","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048633061","display_name":"Xiubin Yang","orcid":"https://orcid.org/0000-0003-0702-2918"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210088164","display_name":"Changchun Institute of Optics, Fine Mechanics and Physics","ror":"https://ror.org/012rct222","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiubin Yang","raw_affiliation_strings":["Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, China"],"raw_orcid":"https://orcid.org/0000-0003-0702-2918","affiliations":[{"raw_affiliation_string":"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, China","institution_ids":["https://openalex.org/I4210088164","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103286610","display_name":"Xi He","orcid":"https://orcid.org/0009-0009-0866-3048"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210088164","display_name":"Changchun Institute of Optics, Fine Mechanics and Physics","ror":"https://ror.org/012rct222","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi He","raw_affiliation_strings":["Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, China","University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0009-0866-3048","affiliations":[{"raw_affiliation_string":"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, China","institution_ids":["https://openalex.org/I4210088164","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092010913","display_name":"Jiapu Yan","orcid":"https://orcid.org/0009-0006-0083-1009"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiapu Yan","raw_affiliation_strings":["State Key Laboratory of Extreme Photonics and Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, China","College of Optical Science and Engineering, State Key Laboratory of Extreme Photonics and Instrumentation, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0006-0083-1009","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Extreme Photonics and Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Optical Science and Engineering, State Key Laboratory of Extreme Photonics and Instrumentation, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100385904","display_name":"Tingting Xu","orcid":"https://orcid.org/0000-0002-9997-9524"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingting Xu","raw_affiliation_strings":["School of Computer Science and Technology, China University of Mining and Technology, Xuzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, China University of Mining and Technology, Xuzhou, China","institution_ids":["https://openalex.org/I25757504"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.7806,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.97729709,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"62","issue":null,"first_page":"1","last_page":"21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9995999932289124,"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":0.9995999932289124,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9994000196456909,"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"}},{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9976000189781189,"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/remote-sensing","display_name":"Remote sensing","score":0.7367364168167114},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.5150082111358643},{"id":"https://openalex.org/keywords/texture","display_name":"Texture (cosmology)","score":0.4988863468170166},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49785590171813965},{"id":"https://openalex.org/keywords/resolution","display_name":"Resolution (logic)","score":0.43680620193481445},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34431231021881104},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.32017433643341064},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2418462634086609},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.11878493428230286}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.7367364168167114},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.5150082111358643},{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.4988863468170166},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49785590171813965},{"id":"https://openalex.org/C138268822","wikidata":"https://www.wikidata.org/wiki/Q1051925","display_name":"Resolution (logic)","level":2,"score":0.43680620193481445},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34431231021881104},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.32017433643341064},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2418462634086609},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.11878493428230286}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3359095","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3359095","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2711926160","display_name":null,"funder_award_id":"62171430","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5232178283","display_name":null,"funder_award_id":"62101071","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":103,"referenced_works":["https://openalex.org/W54257720","https://openalex.org/W1686810756","https://openalex.org/W1885185971","https://openalex.org/W1976598894","https://openalex.org/W1986315617","https://openalex.org/W1993120651","https://openalex.org/W1999360130","https://openalex.org/W2021384056","https://openalex.org/W2097074225","https://openalex.org/W2102166818","https://openalex.org/W2146782367","https://openalex.org/W2214802144","https://openalex.org/W2242218935","https://openalex.org/W2414132572","https://openalex.org/W2523953557","https://openalex.org/W2565312867","https://openalex.org/W2578106389","https://openalex.org/W2743780012","https://openalex.org/W2754841153","https://openalex.org/W2755992512","https://openalex.org/W2792955223","https://openalex.org/W2800370784","https://openalex.org/W2883996939","https://openalex.org/W2887695188","https://openalex.org/W2891158090","https://openalex.org/W2898832590","https://openalex.org/W2919046835","https://openalex.org/W2927933146","https://openalex.org/W2939570633","https://openalex.org/W2950689937","https://openalex.org/W2962785568","https://openalex.org/W2963037581","https://openalex.org/W2963372104","https://openalex.org/W2963470893","https://openalex.org/W2963981733","https://openalex.org/W2964060609","https://openalex.org/W2964121592","https://openalex.org/W2965669158","https://openalex.org/W2966926453","https://openalex.org/W2981333183","https://openalex.org/W2983339877","https://openalex.org/W2986833982","https://openalex.org/W2997019934","https://openalex.org/W3000775737","https://openalex.org/W3010638262","https://openalex.org/W3013529009","https://openalex.org/W3034243376","https://openalex.org/W3034475761","https://openalex.org/W3035022492","https://openalex.org/W3043538212","https://openalex.org/W3043719198","https://openalex.org/W3047443805","https://openalex.org/W3048631361","https://openalex.org/W3097353710","https://openalex.org/W3099608030","https://openalex.org/W3102692100","https://openalex.org/W3103695279","https://openalex.org/W3124561108","https://openalex.org/W3128690735","https://openalex.org/W3135879617","https://openalex.org/W3138516171","https://openalex.org/W3142105539","https://openalex.org/W3153239544","https://openalex.org/W3173435145","https://openalex.org/W3173755231","https://openalex.org/W3179253672","https://openalex.org/W3183600011","https://openalex.org/W3198884575","https://openalex.org/W3199495918","https://openalex.org/W3199532396","https://openalex.org/W3207918547","https://openalex.org/W3215350172","https://openalex.org/W3216759837","https://openalex.org/W4205467938","https://openalex.org/W4206706211","https://openalex.org/W4226219071","https://openalex.org/W4284886326","https://openalex.org/W4285202680","https://openalex.org/W4285411567","https://openalex.org/W4286484337","https://openalex.org/W4287020683","https://openalex.org/W4309624388","https://openalex.org/W4312759958","https://openalex.org/W4319999842","https://openalex.org/W4321783018","https://openalex.org/W4362672456","https://openalex.org/W4366721348","https://openalex.org/W4367721767","https://openalex.org/W4378194596","https://openalex.org/W4379622850","https://openalex.org/W4379984088","https://openalex.org/W4382371065","https://openalex.org/W4382998731","https://openalex.org/W4385245566","https://openalex.org/W4385664548","https://openalex.org/W4386076222","https://openalex.org/W4386453635","https://openalex.org/W4388796171","https://openalex.org/W4389610328","https://openalex.org/W6637373629","https://openalex.org/W6741832134","https://openalex.org/W6781412027","https://openalex.org/W7006107384"],"related_works":["https://openalex.org/W2362774332","https://openalex.org/W4249245269","https://openalex.org/W2765548132","https://openalex.org/W2025681766","https://openalex.org/W2369060955","https://openalex.org/W2542402767","https://openalex.org/W3023086044","https://openalex.org/W2294441925","https://openalex.org/W2142226356","https://openalex.org/W3210000161"],"abstract_inverted_index":{"Reference-based":[0],"super-resolution":[1,10],"(Ref-SR)":[2],"is":[3,43],"a":[4,24,125,132,138,151,172,194],"heated":[5],"topic":[6],"distinguished":[7],"from":[8,19,85,109,185],"single-image":[9],"(SISR).":[11],"It":[12],"aims":[13],"at":[14],"transferring":[15],"more":[16,52],"texture":[17,54,67],"details":[18,55],"reference":[20],"(Ref)":[21],"image":[22,77,83,187],"with":[23],"different":[25,86,186],"perspective,":[26],"to":[27,57,62,156,164,178,199],"super-resolve":[28],"the":[29,34,72,89,94,102,111,159,180,213,216,229],"low-resolution":[30],"(LR)":[31],"image.":[32],"However,":[33],"development":[35],"of":[36,68,74,96,104,113,161,215,228],"Ref-SR":[37,97,114],"within":[38,98],"remote":[39],"sensing":[40],"(RS)":[41],"community":[42],"limited":[44],"by":[45],"three":[46],"problems.":[47],"First,":[48],"RS":[49,69,76,82,99,116],"images":[50],"exhibit":[51],"complex":[53],"compared":[56],"natural":[58],"images.":[59,70],"It\u2019s":[60],"challenging":[61],"learn":[63,165],"and":[64,92,137,193,210,234],"reconstruct":[65],"fine":[66,166],"Second,":[71],"lack":[73,103],"high-quality":[75],"dataset,":[78,134],"which":[79],"contains":[80],"massive":[81],"pairs":[84],"perspectives,":[87],"hampers":[88],"model":[90],"training":[91],"diminishes":[93],"generalization":[95],"community.":[100],"Third,":[101],"physical":[105,140],"system":[106,145],"prevents":[107],"it":[108],"verifying":[110],"feasibility":[112],"in":[115],"practice.":[117],"To":[118],"address":[119],"these":[120],"problems,":[121],"this":[122,148],"paper":[123,149],"proposes":[124,150],"novel":[126,133,139,173,195],"reference-based":[127],"gradient-assisted":[128,152],"texture-enhancement":[129,153],"GAN":[130],"(RGTGAN),":[131],"namely":[135,143],"KaggleSRD,":[136,211],"simulation":[141],"system,":[142],"dual-zoom-lens":[144],"(DZLS).":[146],"Specifically,":[147],"module":[154,198],"(GTEM)":[155],"fully":[157],"release":[158],"potential":[160],"gradient":[162],"branch":[163],"structures":[167],"during":[168,189],"feature":[169,190],"extraction":[170],"process,":[171,192],"dense-intern":[174],"deformable":[175],"convolution":[176],"(DIDConv)":[177],"boost":[179],"alignment":[181,191],"effect":[182],"between":[183],"features":[184],"branches":[188],"dense-restore-residual":[196],"(DRR)":[197],"effectively":[200],"transfer":[201],"features.":[202],"Extensive":[203],"experimental":[204],"results":[205],"on":[206],"both":[207],"datasets,":[208],"RRSSRD":[209],"demonstrate":[212],"superiority":[214],"proposed":[217,230],"method":[218],"over":[219],"state-of-the-art":[220],"methods.":[221],"Furthermore,":[222],"DZLS":[223],"verifies":[224],"promising":[225],"application":[226],"prospects":[227],"method.":[231],"Our":[232],"code":[233],"dataset":[235],"are":[236],"publicly":[237],"available":[238],"at:":[239],"https://github.com/stdinR/RGTGAN.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
