{"id":"https://openalex.org/W4401070677","doi":"https://doi.org/10.1109/tgrs.2024.3434431","title":"Empower Generalizability for Pansharpening Through Text-Modulated Diffusion Model","display_name":"Empower Generalizability for Pansharpening Through Text-Modulated Diffusion Model","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401070677","doi":"https://doi.org/10.1109/tgrs.2024.3434431"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3434431","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3434431","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/A5089584286","display_name":"Yinghui Xing","orcid":"https://orcid.org/0000-0001-6021-8261"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yinghui Xing","raw_affiliation_strings":["Shaanxi Provincial Key Laboratory of Speech and Image Information Processing and the National Engineering Laboratory for Integrated Aerospace-Ground-Ocean Big Data Application Technology, School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China"],"affiliations":[{"raw_affiliation_string":"Shaanxi Provincial Key Laboratory of Speech and Image Information Processing and the National Engineering Laboratory for Integrated Aerospace-Ground-Ocean Big Data Application Technology, School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102715043","display_name":"Litao Qu","orcid":"https://orcid.org/0009-0009-0179-5515"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Litao Qu","raw_affiliation_strings":["Shaanxi Provincial Key Laboratory of Speech and Image Information Processing and the National Engineering Laboratory for Integrated Aerospace-Ground-Ocean Big Data Application Technology, School of Software Engineering, Northwestern Polytechnical University, Xi&#x2019;an, China"],"affiliations":[{"raw_affiliation_string":"Shaanxi Provincial Key Laboratory of Speech and Image Information Processing and the National Engineering Laboratory for Integrated Aerospace-Ground-Ocean Big Data Application Technology, School of Software Engineering, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033395835","display_name":"Shizhou Zhang","orcid":"https://orcid.org/0000-0003-3429-576X"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shizhou Zhang","raw_affiliation_strings":["Shaanxi Provincial Key Laboratory of Speech and Image Information Processing and the National Engineering Laboratory for Integrated Aerospace-Ground-Ocean Big Data Application Technology, School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China"],"affiliations":[{"raw_affiliation_string":"Shaanxi Provincial Key Laboratory of Speech and Image Information Processing and the National Engineering Laboratory for Integrated Aerospace-Ground-Ocean Big Data Application Technology, School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100583745","display_name":"Jiapeng Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiapeng Feng","raw_affiliation_strings":["School of Aerospace Science, Northwestern Polytechnical University, Xi&#x2019;an, China"],"affiliations":[{"raw_affiliation_string":"School of Aerospace Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040327019","display_name":"Xiuwei Zhang","orcid":"https://orcid.org/0000-0001-7230-1476"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiuwei Zhang","raw_affiliation_strings":["Shaanxi Provincial Key Laboratory of Speech and Image Information Processing and the National Engineering Laboratory for Integrated Aerospace-Ground-Ocean Big Data Application Technology, School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China"],"affiliations":[{"raw_affiliation_string":"Shaanxi Provincial Key Laboratory of Speech and Image Information Processing and the National Engineering Laboratory for Integrated Aerospace-Ground-Ocean Big Data Application Technology, School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028235866","display_name":"Yanning Zhang","orcid":"https://orcid.org/0000-0002-2977-8057"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanning Zhang","raw_affiliation_strings":["Shaanxi Provincial Key Laboratory of Speech and Image Information Processing and the National Engineering Laboratory for Integrated Aerospace-Ground-Ocean Big Data Application Technology, School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China"],"affiliations":[{"raw_affiliation_string":"Shaanxi Provincial Key Laboratory of Speech and Image Information Processing and the National Engineering Laboratory for Integrated Aerospace-Ground-Ocean Big Data Application Technology, School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5089584286"],"corresponding_institution_ids":["https://openalex.org/I17145004"],"apc_list":null,"apc_paid":null,"fwci":3.198,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.92565101,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"62","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"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"}},"topics":[{"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9902999997138977,"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":0.9901999831199646,"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/generalizability-theory","display_name":"Generalizability theory","score":0.8031367063522339},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6288126111030579},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5290956497192383},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.44225138425827026},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3969830572605133},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3565046489238739},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.18688631057739258},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.13161000609397888},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10680943727493286}],"concepts":[{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.8031367063522339},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6288126111030579},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5290956497192383},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.44225138425827026},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3969830572605133},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3565046489238739},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.18688631057739258},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.13161000609397888},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10680943727493286},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3434431","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3434431","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/G1584941972","display_name":null,"funder_award_id":"62201467","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3084392947","display_name":null,"funder_award_id":"2023M742842","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G4479186740","display_name":null,"funder_award_id":"62101453","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G510973896","display_name":null,"funder_award_id":"2023-YBGY-012","funder_id":"https://openalex.org/F4320327780","funder_display_name":"Key Research and Development Program of Jiangxi Province"},{"id":"https://openalex.org/G7740149046","display_name":null,"funder_award_id":"2022TQ0260","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G796754823","display_name":null,"funder_award_id":"2021A1515110544","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320327780","display_name":"Key Research and Development Program of Jiangxi Province","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W1991460509","https://openalex.org/W2142843085","https://openalex.org/W2171211028","https://openalex.org/W2528170672","https://openalex.org/W2533971697","https://openalex.org/W2560449954","https://openalex.org/W2777033955","https://openalex.org/W2792142731","https://openalex.org/W2963470893","https://openalex.org/W2990162903","https://openalex.org/W3034175346","https://openalex.org/W3093583601","https://openalex.org/W3096904276","https://openalex.org/W3097824737","https://openalex.org/W3110257065","https://openalex.org/W3115223653","https://openalex.org/W3155072588","https://openalex.org/W3180439858","https://openalex.org/W3183864931","https://openalex.org/W3193940683","https://openalex.org/W3198377975","https://openalex.org/W3207856632","https://openalex.org/W3212516020","https://openalex.org/W4206658672","https://openalex.org/W4226198972","https://openalex.org/W4281661987","https://openalex.org/W4288391574","https://openalex.org/W4303629092","https://openalex.org/W4304013729","https://openalex.org/W4304092618","https://openalex.org/W4307972025","https://openalex.org/W4311554934","https://openalex.org/W4312774460","https://openalex.org/W4312933868","https://openalex.org/W4320002835","https://openalex.org/W4320930577","https://openalex.org/W4365440911","https://openalex.org/W4377164421","https://openalex.org/W4377864770","https://openalex.org/W4378194624","https://openalex.org/W4378421719","https://openalex.org/W4378804674","https://openalex.org/W4381735996","https://openalex.org/W4385767946","https://openalex.org/W4386057725","https://openalex.org/W4386066464","https://openalex.org/W4386072096","https://openalex.org/W4386399622","https://openalex.org/W4386424895","https://openalex.org/W4387968212","https://openalex.org/W4387968232","https://openalex.org/W4388948873","https://openalex.org/W4389072893","https://openalex.org/W4390872797","https://openalex.org/W4390873054","https://openalex.org/W4392247448","https://openalex.org/W4392824986","https://openalex.org/W4392904226","https://openalex.org/W4393148474","https://openalex.org/W4402673274","https://openalex.org/W4402727040","https://openalex.org/W4402727699","https://openalex.org/W4402754248","https://openalex.org/W4402776460","https://openalex.org/W6623043969","https://openalex.org/W6687214662","https://openalex.org/W6749927861","https://openalex.org/W6779823529","https://openalex.org/W6783979926","https://openalex.org/W6786375611","https://openalex.org/W6788990321","https://openalex.org/W6791353385","https://openalex.org/W6795288823","https://openalex.org/W6838327568","https://openalex.org/W6847118160","https://openalex.org/W6851592950","https://openalex.org/W6851726113","https://openalex.org/W6853067783","https://openalex.org/W6853116092","https://openalex.org/W6853691744","https://openalex.org/W6858816293","https://openalex.org/W6859043230"],"related_works":["https://openalex.org/W2118717649","https://openalex.org/W2413243053","https://openalex.org/W410723623","https://openalex.org/W2015341305","https://openalex.org/W2035068594","https://openalex.org/W4225593417","https://openalex.org/W2573498121","https://openalex.org/W3022298670","https://openalex.org/W3160494304","https://openalex.org/W3006162251"],"abstract_inverted_index":{"Pansharpening":[0],"is":[1,123,177],"crucial":[2],"to":[3,19,53,103,125,169],"remote":[4],"sensing":[5],"applications":[6],"by":[7],"fusing":[8],"high-resolution":[9],"(HR)":[10],"panchromatic":[11],"(PAN)":[12],"images":[13,18,136],"with":[14,137],"low-resolution":[15],"multispectral":[16,22],"(LRMS)":[17],"generate":[20],"HR":[21],"(HRMS)":[23],"images.":[24],"Recently,":[25],"diffusion":[26,84],"probabilistic":[27],"models":[28],"(DPMs)":[29],"have":[30],"provided":[31],"high-quality":[32],"results":[33],"than":[34],"regression-based":[35],"methods":[36],"when":[37,51],"trained":[38],"on":[39,145],"specific":[40,45],"pairwise":[41],"data":[42],"for":[43,87],"their":[44,48],"purpose.":[46],"However,":[47],"performance":[49,152],"degrades":[50],"applied":[52],"a":[54,82,95],"new":[55],"satellite":[56,147],"dataset,":[57],"which":[58],"represents":[59],"different":[60,91,129],"imaging":[61],"properties":[62,118],"and":[63,131,140,159],"spectral":[64,141],"ranges,":[65],"limiting":[66],"the":[67,150],"generalization":[68,167],"ability":[69,168],"of":[70,75,90,153],"them.":[71],"For":[72],"better":[73],"generalizability":[74],"pansharpening,":[76],"in":[77,156],"this":[78],"article,":[79],"we":[80],"propose":[81],"text-modulated":[83,96],"model":[85,155,164],"(TMDiff)":[86],"unified":[88],"pansharpening":[89],"satellites.":[92],"TMDiff":[93],"takes":[94],"3-D":[97],"UNet":[98],"(TM3DU)":[99],"as":[100,119],"denoising":[101],"network":[102],"gradually":[104],"recover":[105],"HRMS":[106],"through":[107],"iterative":[108],"refinement":[109],"over":[110],"multiple":[111],"time":[112],"steps.":[113],"By":[114],"introducing":[115],"satellite\u2019s":[116],"physical":[117],"text":[120],"prompts,":[121],"TM3DU":[122],"able":[124],"learn":[126],"meta-knowledge":[127],"across":[128],"satellites":[130],"thus":[132],"can":[133],"sharpen":[134],"LRMS":[135],"diverse":[138],"spatial":[139],"attributes.":[142],"Extensive":[143],"experiments":[144],"various":[146],"datasets":[148],"demonstrate":[149],"state-of-the-art":[151],"our":[154,163],"both":[157],"qualitative":[158],"quantitative":[160],"metrics.":[161],"Furthermore,":[162],"exhibits":[165],"superior":[166],"unseen":[170],"datasets,":[171],"highlighting":[172],"its":[173],"practical":[174],"significance.":[175],"Code":[176],"available":[178],"at":[179],"<uri":[180],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[181],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/codgodtao/TMDiff</uri>.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
