{"id":"https://openalex.org/W4409723656","doi":"https://doi.org/10.1109/tgrs.2025.3563847","title":"CESFusion: Cross-Frequency Enhanced Spatial\u2014Spectral Fusion Network for Hyperspectral and Multispectral Image Fusion","display_name":"CESFusion: Cross-Frequency Enhanced Spatial\u2014Spectral Fusion Network for Hyperspectral and Multispectral Image Fusion","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409723656","doi":"https://doi.org/10.1109/tgrs.2025.3563847"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3563847","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3563847","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/A5010132872","display_name":"Haozheng Zhang","orcid":"https://orcid.org/0009-0004-3009-5570"},"institutions":[{"id":"https://openalex.org/I132369690","display_name":"Tianjin University of Science and Technology","ror":"https://ror.org/018rbtf37","country_code":"CN","type":"education","lineage":["https://openalex.org/I132369690"]},{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haozheng Zhang","raw_affiliation_strings":["School of Computer Science and Engineering and Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin University of Technology, Tianjin, China"],"raw_orcid":"https://orcid.org/0009-0004-3009-5570","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering and Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I132369690","https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031879360","display_name":"Yanhong Yang","orcid":"https://orcid.org/0000-0003-4547-4659"},"institutions":[{"id":"https://openalex.org/I132369690","display_name":"Tianjin University of Science and Technology","ror":"https://ror.org/018rbtf37","country_code":"CN","type":"education","lineage":["https://openalex.org/I132369690"]},{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanhong Yang","raw_affiliation_strings":["School of Computer Science and Engineering and Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin University of Technology, Tianjin, China","School of Computer Science and Engineering, Tianjin University of Technology, and the Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0003-4547-4659","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering and Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I132369690","https://openalex.org/I136765683"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, and the Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117886008","display_name":"Chaoyang Li","orcid":"https://orcid.org/0009-0002-7435-7267"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaoyang Li","raw_affiliation_strings":["Engineering Research Center of Learning-Based Intelligent System (Ministry of Education), the Key Laboratory of Computer Vision and Systems (Ministry of Education) and the School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","Engineering Research Center of Learning-Based Intelligent System (Ministry of Education), the Key Laboratory of Computer Vision and Systems (Ministry of Education), and the School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China"],"raw_orcid":"https://orcid.org/0009-0002-7435-7267","affiliations":[{"raw_affiliation_string":"Engineering Research Center of Learning-Based Intelligent System (Ministry of Education), the Key Laboratory of Computer Vision and Systems (Ministry of Education) and the School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]},{"raw_affiliation_string":"Engineering Research Center of Learning-Based Intelligent System (Ministry of Education), the Key Laboratory of Computer Vision and Systems (Ministry of Education), and the School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101882906","display_name":"Yanjie Lu","orcid":"https://orcid.org/0000-0001-9154-9127"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanjie Lu","raw_affiliation_strings":["Institute of Intelligent Media Computing, Hangzhou Dianzi University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Intelligent Media Computing, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026381160","display_name":"Guodao Zhang","orcid":"https://orcid.org/0000-0002-6264-5854"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]},{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guodao Zhang","raw_affiliation_strings":["Institute of Intelligent Media Computing, Hangzhou Dianzi University, Hangzhou, China","School of Computer Science and Engineering, Tianjin University of Technology, and the Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-6264-5854","affiliations":[{"raw_affiliation_string":"Institute of Intelligent Media Computing, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, and the Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055627037","display_name":"Shengyong Chen","orcid":"https://orcid.org/0000-0002-6705-3831"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengyong Chen","raw_affiliation_strings":["Engineering Research Center of Learning-Based Intelligent System (Ministry of Education), the Key Laboratory of Computer Vision and Systems (Ministry of Education) and the School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","Engineering Research Center of Learning-Based Intelligent System (Ministry of Education), the Key Laboratory of Computer Vision and Systems (Ministry of Education), and the School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-6705-3831","affiliations":[{"raw_affiliation_string":"Engineering Research Center of Learning-Based Intelligent System (Ministry of Education), the Key Laboratory of Computer Vision and Systems (Ministry of Education) and the School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]},{"raw_affiliation_string":"Engineering Research Center of Learning-Based Intelligent System (Ministry of Education), the Key Laboratory of Computer Vision and Systems (Ministry of Education), and the School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.3337,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.95623405,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9980999827384949,"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"}},"topics":[{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9980999827384949,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.961899995803833,"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/T13890","display_name":"Remote Sensing and Land Use","score":0.919700026512146,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.8968260288238525},{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.8397527933120728},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.6705918312072754},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.6563023328781128},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5607659816741943},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.540671169757843},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.46306508779525757},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4556768536567688},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3981662392616272},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.28522634506225586},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.23924362659454346}],"concepts":[{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.8968260288238525},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.8397527933120728},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.6705918312072754},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.6563023328781128},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5607659816741943},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.540671169757843},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.46306508779525757},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4556768536567688},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3981662392616272},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.28522634506225586},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.23924362659454346},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3563847","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3563847","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/G1592249304","display_name":null,"funder_award_id":"62020106004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1688634871","display_name":null,"funder_award_id":"62406224","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2867358008","display_name":null,"funder_award_id":"Grant 62406224, Grant 62020106004, Grant 62102285","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3113978034","display_name":null,"funder_award_id":"22JCQNJC01100","funder_id":"https://openalex.org/F4320323993","funder_display_name":"Natural Science Foundation of Tianjin City"},{"id":"https://openalex.org/G5033886679","display_name":null,"funder_award_id":"GK239909299001-019","funder_id":"https://openalex.org/F4554350417","funder_display_name":"Fundamental Research Funds for the Provincial Universities of Zhejiang"},{"id":"https://openalex.org/G5760157097","display_name":null,"funder_award_id":"Grant 23JCQNJC00820, and Grant 22JCQNJC01100","funder_id":"https://openalex.org/F4320323993","funder_display_name":"Natural Science Foundation of Tianjin City"},{"id":"https://openalex.org/G6018295586","display_name":null,"funder_award_id":"23JCQNJC00820","funder_id":"https://openalex.org/F4320323993","funder_display_name":"Natural Science Foundation of Tianjin City"},{"id":"https://openalex.org/G8367020605","display_name":null,"funder_award_id":"62102285","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/F4320323993","display_name":"Natural Science Foundation of Tianjin City","ror":null},{"id":"https://openalex.org/F4554350417","display_name":"Fundamental Research Funds for the Provincial Universities of Zhejiang","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W1984445830","https://openalex.org/W1990231296","https://openalex.org/W2036825992","https://openalex.org/W2053081714","https://openalex.org/W2097259623","https://openalex.org/W2103192805","https://openalex.org/W2129471536","https://openalex.org/W2130674596","https://openalex.org/W2194818953","https://openalex.org/W2221899823","https://openalex.org/W2321571021","https://openalex.org/W2610945978","https://openalex.org/W2782517596","https://openalex.org/W2792142731","https://openalex.org/W2803614623","https://openalex.org/W2908833896","https://openalex.org/W2910457605","https://openalex.org/W2948437909","https://openalex.org/W2963284277","https://openalex.org/W2964275574","https://openalex.org/W3003727719","https://openalex.org/W3035294798","https://openalex.org/W3039186706","https://openalex.org/W3083606623","https://openalex.org/W3099239430","https://openalex.org/W3132115664","https://openalex.org/W3160949528","https://openalex.org/W3164816634","https://openalex.org/W3195512098","https://openalex.org/W3202708053","https://openalex.org/W4206112591","https://openalex.org/W4226328078","https://openalex.org/W4288064619","https://openalex.org/W4304013729","https://openalex.org/W4312254216","https://openalex.org/W4312553104","https://openalex.org/W4315778328","https://openalex.org/W4317528595","https://openalex.org/W4318953520","https://openalex.org/W4319792453","https://openalex.org/W4328104974","https://openalex.org/W4385453384","https://openalex.org/W4385764295","https://openalex.org/W4386266673","https://openalex.org/W4388807037","https://openalex.org/W4390660108","https://openalex.org/W4390706297","https://openalex.org/W4390874458","https://openalex.org/W4391992568","https://openalex.org/W4392931763","https://openalex.org/W4393252942","https://openalex.org/W4394782240","https://openalex.org/W4394938955","https://openalex.org/W4398226223","https://openalex.org/W4400448280","https://openalex.org/W4400617748","https://openalex.org/W4400810737","https://openalex.org/W4401507017","https://openalex.org/W4401991176","https://openalex.org/W4402473688","https://openalex.org/W4402661216","https://openalex.org/W4402816821","https://openalex.org/W4402895010","https://openalex.org/W4403060848","https://openalex.org/W4403601086","https://openalex.org/W4405056103","https://openalex.org/W4405908078","https://openalex.org/W4407098043","https://openalex.org/W6684197827","https://openalex.org/W6803444062","https://openalex.org/W6841205203","https://openalex.org/W6859298233","https://openalex.org/W6866462708"],"related_works":["https://openalex.org/W2022304901","https://openalex.org/W2018850895","https://openalex.org/W1987483041","https://openalex.org/W2988577871","https://openalex.org/W4391030644","https://openalex.org/W4205174160","https://openalex.org/W2132659060","https://openalex.org/W2031992971","https://openalex.org/W2788731446","https://openalex.org/W2204403038"],"abstract_inverted_index":{"The":[0],"fusion":[1,35,41,78,84,91,107],"of":[2,53,92,208,223],"hyperspectral":[3,12],"and":[4,15,29,73,97,118,121,130,154,177,188,217,231],"multispectral":[5,19],"images":[6],"involves":[7],"integrating":[8,189],"high":[9,16,27],"spectral":[10,30,136,149],"resolution":[11,18,31],"image":[13,20],"(HSI)":[14],"spatial":[17,28,44,58,96,159,176],"(MSI)":[21],"to":[22,56,110,146,170,203],"generate":[23],"a":[24,196],"HSI":[25,129],"with":[26,151,157],"(HR-HSI).":[32],"Existing":[33],"HSI-MSI":[34,77],"methods":[36],"primarily":[37],"focus":[38],"on":[39,141,214],"information":[40,93,126,191],"within":[42],"the":[43,51,80,89,95,104,115,123,135,158,175,182,206,221],"domain;":[45],"however,":[46],"few":[47],"solutions":[48],"have":[49],"explored":[50],"employment":[52],"frequency":[54,98,124,178],"analysis":[55,113],"enhance":[57,122],"resolution,":[59],"limiting":[60],"their":[61],"capability":[62],"for":[63,76,164],"global":[64,112,209],"perception.":[65],"In":[66],"this":[67],"paper,":[68],"we":[69,101,133,180],"propose":[70,134],"an":[71],"efficient":[72],"novel":[74],"paradigm":[75],"through":[79,114],"cross-frequency":[81,105],"enhanced":[82],"spatial-spectral":[83,166],"network,":[85],"named":[86],"CESFusion,":[87,225],"exploring":[88],"complementary":[90,190],"between":[94,174],"domains.":[99,194],"Specifically,":[100],"first":[102],"present":[103],"domain":[106,125],"module":[108,138,162,185],"(CFFM)":[109],"perform":[111],"Fourier":[116],"transform":[117],"effectively":[119],"integrate":[120,155],"from":[127,192],"both":[128,193,215,229],"MSI.":[131],"Subsequently,":[132],"modeling":[137],"(SpeMM)":[139],"based":[140],"state":[142],"space":[143],"model":[144],"(SMM)":[145],"capture":[147],"long-range":[148],"dependencies":[150],"linear":[152],"complexity,":[153],"it":[156],"residual":[160],"block-based":[161],"(SRM)":[163],"joint":[165],"feature":[167],"extraction.":[168],"Finally,":[169],"enable":[171],"sufficient":[172],"interaction":[173,184],"domains,":[179],"adopt":[181],"cross-domain":[183],"(CDIM),":[186],"capturing":[187],"Moreover,":[195],"frequency-based":[197],"loss":[198],"function":[199],"is":[200],"purposely":[201],"designed":[202],"further":[204],"improve":[205],"restoration":[207],"information.":[210],"Extensive":[211],"experiments":[212],"conducted":[213],"synthetic":[216],"real":[218],"datasets":[219],"demonstrate":[220],"superiority":[222],"our":[224],"as":[226],"evidenced":[227],"by":[228],"quantitative":[230],"qualitative":[232],"evaluation":[233],"results.":[234]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
