{"id":"https://openalex.org/W4408935339","doi":"https://doi.org/10.1109/tgrs.2025.3555610","title":"Cross-Modal Contrastive Pansharpening via Uncertainty Guidance","display_name":"Cross-Modal Contrastive Pansharpening via Uncertainty Guidance","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408935339","doi":"https://doi.org/10.1109/tgrs.2025.3555610"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3555610","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3555610","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/A5113322892","display_name":"Haoying Zeng","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haoying Zeng","raw_affiliation_strings":["School of Mathematical Sciences, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101798003","display_name":"Xiaoyuan Yang","orcid":"https://orcid.org/0000-0002-7367-0115"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyuan Yang","raw_affiliation_strings":["School of Mathematical Sciences, Key Laboratory of Mathematics, Information and Behavior, Ministry of Education, Beihang University, Beijing, China","Ministry of Education, School of Mathematical Sciences, and Key Laboratory of Mathematics, Information and Behavior, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, Key Laboratory of Mathematics, Information and Behavior, Ministry of Education, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Ministry of Education, School of Mathematical Sciences, and Key Laboratory of Mathematics, Information and Behavior, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048339079","display_name":"Kangqing Shen","orcid":"https://orcid.org/0000-0002-6136-5594"},"institutions":[{"id":"https://openalex.org/I37448385","display_name":"China People's Public Security University","ror":"https://ror.org/05twya590","country_code":"CN","type":"education","lineage":["https://openalex.org/I37448385"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kangqing Shen","raw_affiliation_strings":["School of Information Network Security, People&#x2019;s Public Security University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Information Network Security, People&#x2019;s Public Security University of China, Beijing, China","institution_ids":["https://openalex.org/I37448385"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119268775","display_name":"Yixiao Li","orcid":"https://orcid.org/0009-0008-6927-150X"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yixiao Li","raw_affiliation_strings":["School of Mathematical Sciences, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110852170","display_name":"Jin Jiang","orcid":"https://orcid.org/0000-0003-4299-6259"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Jiang","raw_affiliation_strings":["School of Mathematical Sciences, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100600412","display_name":"Fangyi Li","orcid":"https://orcid.org/0000-0001-5651-0382"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fangyi Li","raw_affiliation_strings":["School of Mathematical Sciences, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5113322892"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":1.3008,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76657645,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11996","display_name":"Random lasers and scattering media","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/3102","display_name":"Acoustics and Ultrasonics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11996","display_name":"Random lasers and scattering media","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/3102","display_name":"Acoustics and Ultrasonics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13493","display_name":"Optical and Acousto-Optic Technologies","score":0.9807999730110168,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9807000160217285,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/computer-science","display_name":"Computer science","score":0.5935927033424377},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.5446675419807434},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4260202944278717},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3750421404838562},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.3011195659637451}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5935927033424377},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.5446675419807434},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4260202944278717},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3750421404838562},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.3011195659637451},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3555610","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3555610","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/G7629777756","display_name":null,"funder_award_id":"62371017","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W2035052064","https://openalex.org/W2042069307","https://openalex.org/W2064366277","https://openalex.org/W2123046940","https://openalex.org/W2124743705","https://openalex.org/W2163677711","https://openalex.org/W2171211028","https://openalex.org/W2172185514","https://openalex.org/W2339428543","https://openalex.org/W2462592242","https://openalex.org/W2727879026","https://openalex.org/W2772475035","https://openalex.org/W2777033955","https://openalex.org/W2789847866","https://openalex.org/W2792142731","https://openalex.org/W2886162099","https://openalex.org/W2923769473","https://openalex.org/W2935896423","https://openalex.org/W2963129413","https://openalex.org/W2970753430","https://openalex.org/W2992062578","https://openalex.org/W3023991509","https://openalex.org/W3039186706","https://openalex.org/W3081397212","https://openalex.org/W3096904276","https://openalex.org/W3097824737","https://openalex.org/W3198835605","https://openalex.org/W3214352118","https://openalex.org/W4200127876","https://openalex.org/W4200142374","https://openalex.org/W4213185605","https://openalex.org/W4229058281","https://openalex.org/W4288391574","https://openalex.org/W4292508218","https://openalex.org/W4293732058","https://openalex.org/W4298005622","https://openalex.org/W4304080734","https://openalex.org/W4312340363","https://openalex.org/W4313451654","https://openalex.org/W4320713392","https://openalex.org/W4366721348","https://openalex.org/W4378194624","https://openalex.org/W4379781260","https://openalex.org/W4385413338","https://openalex.org/W4385767946","https://openalex.org/W4386071531","https://openalex.org/W4386598440","https://openalex.org/W4386598569","https://openalex.org/W4387968049","https://openalex.org/W4392904411","https://openalex.org/W4392909612","https://openalex.org/W4394938955","https://openalex.org/W4395017489","https://openalex.org/W4399527410","https://openalex.org/W4406611003","https://openalex.org/W6685078114"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2324615561","https://openalex.org/W2086120259","https://openalex.org/W2390279801","https://openalex.org/W2245170124","https://openalex.org/W2076393078","https://openalex.org/W4391913857","https://openalex.org/W2358668433"],"abstract_inverted_index":{"Deep":[0],"learning":[1],"(DL)-based":[2],"pansharpening":[3],"has":[4],"been":[5,20],"widely":[6],"applied":[7],"in":[8,111],"high-resolution":[9],"imaging.":[10],"Yet,":[11],"artifacts":[12],"related":[13],"to":[14,25,55,94,152],"generalization":[15,96],"and":[16,32,87,97,108,119,142,149,159,186],"oversmoothing":[17],"have":[18],"continuously":[19],"the":[21,26,29,33,155,174,190,193,199,202,208],"challenge,":[22],"primarily":[23],"due":[24],"mismatch":[27],"between":[28],"simulation":[30],"dataset":[31],"unseen":[34],"real-world":[35],"scenarios.":[36],"Current":[37],"approaches":[38],"address":[39],"these":[40],"through":[41,176],"unsupervised":[42],"frameworks":[43],"or":[44,197],"generative":[45],"models,":[46],"while":[47],"modal":[48,136,147],"inconsistency":[49,137],"is":[50,101,122,169,215],"not":[51],"fully":[52],"considered,":[53],"leading":[54],"suboptimal":[56],"performance.":[57],"In":[58],"this":[59],"article,":[60],"we":[61],"propose":[62],"a":[63,76,82,165],"contrastive":[64],"cross-modal":[65,83],"framework":[66],"via":[67],"uncertainty":[68,89],"guidance":[69,90],"(UGCC),":[70],"which":[71],"comprises":[72],"three":[73],"key":[74],"modules:":[75],"contrast":[77,104],"feature":[78],"enhancement":[79],"module":[80,85,91],"(CFEM),":[81],"compensation":[84],"(CMCM),":[86],"an":[88],"(UGM).":[92],"First,":[93],"enhance":[95],"reduce":[98],"overfitting,":[99],"CFEM":[100,160],"introduced.":[102],"Robust":[103],"features":[105],"are":[106,117],"augmented":[107],"learned":[109],"sparsely":[110],"latent":[112],"space,":[113],"where":[114,171],"sample":[115,127],"distributions":[116],"refined,":[118],"redundant":[120],"information":[121],"filtered":[123],"from":[124],"highly":[125],"similar":[126],"pairs":[128],"for":[129],"enhanced":[130],"training":[131],"stability.":[132],"Furthermore,":[133,204],"CMCM":[134,158],"mitigates":[135],"effectively":[138],"by":[139],"domain":[140],"transfer":[141],"collaborative":[143],"attention,":[144],"achieving":[145],"efficient":[146],"separation":[148],"interaction.":[150],"Finally,":[151],"adaptively":[153],"balance":[154],"performance":[156,191],"of":[157,192,201,210],"based":[161],"on":[162,182],"prediction":[163],"confidence,":[164],"hybrid":[166],"loss":[167],"function":[168],"designed,":[170],"UGM":[172],"adjusts":[173],"weights":[175],"quantifying":[177],"statistical-versus-structural":[178],"uncertainties.":[179],"Extensive":[180],"experiments":[181],"Quickbird,":[183],"Gaofen-2,":[184],"WorldView-2,":[185],"WorldView-3":[187],"demonstrate":[188],"that":[189],"proposed":[194],"method":[195],"surpasses":[196],"matches":[198],"state":[200],"arts.":[203],"ablation":[205],"studies":[206],"validate":[207],"effectiveness":[209],"each":[211],"component.":[212],"The":[213],"code":[214],"now":[216],"available":[217],"at:":[218],"<uri":[219],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[220],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/meimeizeng/UGCF</uri>.":[221]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
