{"id":"https://openalex.org/W4404178580","doi":"https://doi.org/10.1109/tits.2024.3487972","title":"RSHazeDiff: A Unified Fourier-Aware Diffusion Model for Remote Sensing Image Dehazing","display_name":"RSHazeDiff: A Unified Fourier-Aware Diffusion Model for Remote Sensing Image Dehazing","publication_year":2024,"publication_date":"2024-11-08","ids":{"openalex":"https://openalex.org/W4404178580","doi":"https://doi.org/10.1109/tits.2024.3487972"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2024.3487972","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2024.3487972","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation Systems","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/A5008996233","display_name":"Jiamei Xiong","orcid":"https://orcid.org/0000-0001-6631-7404"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiamei Xiong","raw_affiliation_strings":["School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010801486","display_name":"Xuefeng Yan","orcid":"https://orcid.org/0000-0001-6030-0855"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuefeng Yan","raw_affiliation_strings":["School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101824539","display_name":"Yongzhen Wang","orcid":"https://orcid.org/0000-0001-6020-3211"},"institutions":[{"id":"https://openalex.org/I92178344","display_name":"Anhui University of Technology","ror":"https://ror.org/02qdtrq21","country_code":"CN","type":"education","lineage":["https://openalex.org/I92178344"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongzhen Wang","raw_affiliation_strings":["College of Computer Science and Technology, Anhui University of Technology, Ma&#x2019;anshan, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Anhui University of Technology, Ma&#x2019;anshan, China","institution_ids":["https://openalex.org/I92178344"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101748977","display_name":"Wei Zhao","orcid":"https://orcid.org/0000-0001-7709-383X"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhao","raw_affiliation_strings":["School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiao-Ping Zhang","orcid":"https://orcid.org/0000-0001-5241-0069"},"institutions":[{"id":"https://openalex.org/I4210114105","display_name":"Tsinghua\u2013Berkeley Shenzhen Institute","ror":"https://ror.org/02hhwwz98","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210114105","https://openalex.org/I95457486","https://openalex.org/I99065089"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao-Ping Zhang","raw_affiliation_strings":["Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China","institution_ids":["https://openalex.org/I4210114105","https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051555459","display_name":"Mingqiang Wei","orcid":"https://orcid.org/0000-0003-0429-490X"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingqiang Wei","raw_affiliation_strings":["School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5008996233"],"corresponding_institution_ids":["https://openalex.org/I9842412"],"apc_list":null,"apc_paid":null,"fwci":7.7745,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.9817382,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"26","issue":"1","first_page":"1055","last_page":"1070"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9828000068664551,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9828000068664551,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.9538000226020813,"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"}},{"id":"https://openalex.org/T11061","display_name":"Ocean Waves and Remote Sensing","score":0.9487000107765198,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"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/computer-science","display_name":"Computer science","score":0.692320704460144},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.6173770427703857},{"id":"https://openalex.org/keywords/fourier-transform","display_name":"Fourier transform","score":0.6121342182159424},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5578306913375854},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46255722641944885},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4264102280139923},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.42373210191726685},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.39782416820526123},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1957363784313202},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10902279615402222}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.692320704460144},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.6173770427703857},{"id":"https://openalex.org/C102519508","wikidata":"https://www.wikidata.org/wiki/Q6520159","display_name":"Fourier transform","level":2,"score":0.6121342182159424},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5578306913375854},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46255722641944885},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4264102280139923},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.42373210191726685},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.39782416820526123},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1957363784313202},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10902279615402222},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2024.3487972","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2024.3487972","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3499667924","display_name":null,"funder_award_id":"T2322012","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3528715056","display_name":null,"funder_award_id":"JCKY2020605C003","funder_id":"https://openalex.org/F4320334982","funder_display_name":"Basic Research Program of Jiangsu Province"},{"id":"https://openalex.org/G5387761213","display_name":null,"funder_award_id":"62172218","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7578057750","display_name":null,"funder_award_id":"2024AH050150","funder_id":"https://openalex.org/F4320335955","funder_display_name":"Key Scientific Research Project of Colleges and Universities in Henan Province"},{"id":"https://openalex.org/G8278952954","display_name":null,"funder_award_id":"2022A1515010170","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science 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/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320334982","display_name":"Basic Research Program of Jiangsu Province","ror":null},{"id":"https://openalex.org/F4320335955","display_name":"Key Scientific Research Project of Colleges and Universities in Henan Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":84,"referenced_works":["https://openalex.org/W1580389772","https://openalex.org/W1901129140","https://openalex.org/W1986255332","https://openalex.org/W2000512760","https://openalex.org/W2063971703","https://openalex.org/W2109616376","https://openalex.org/W2128254161","https://openalex.org/W2133665775","https://openalex.org/W2176924101","https://openalex.org/W2206123561","https://openalex.org/W2256362396","https://openalex.org/W2508509730","https://openalex.org/W2562637781","https://openalex.org/W2594652239","https://openalex.org/W2746139371","https://openalex.org/W2779176852","https://openalex.org/W2921713131","https://openalex.org/W2950689937","https://openalex.org/W2962785568","https://openalex.org/W2963074253","https://openalex.org/W2964789461","https://openalex.org/W2990007814","https://openalex.org/W2997210448","https://openalex.org/W2998249728","https://openalex.org/W3002421716","https://openalex.org/W3009110401","https://openalex.org/W3034175346","https://openalex.org/W3034272105","https://openalex.org/W3034278302","https://openalex.org/W3035294798","https://openalex.org/W3041172212","https://openalex.org/W3089141666","https://openalex.org/W3093348923","https://openalex.org/W3138516171","https://openalex.org/W3155072588","https://openalex.org/W3166727904","https://openalex.org/W3180034634","https://openalex.org/W3183864931","https://openalex.org/W3187079290","https://openalex.org/W3195087825","https://openalex.org/W3206794780","https://openalex.org/W3212516020","https://openalex.org/W3215632849","https://openalex.org/W4205261430","https://openalex.org/W4206628548","https://openalex.org/W4235193345","https://openalex.org/W4285261750","https://openalex.org/W4292794159","https://openalex.org/W4294891478","https://openalex.org/W4295832395","https://openalex.org/W4296339248","https://openalex.org/W4300293005","https://openalex.org/W4312756164","https://openalex.org/W4312933868","https://openalex.org/W4312958254","https://openalex.org/W4313026854","https://openalex.org/W4317496742","https://openalex.org/W4322746808","https://openalex.org/W4368232801","https://openalex.org/W4379116594","https://openalex.org/W4380303497","https://openalex.org/W4386075642","https://openalex.org/W4386076209","https://openalex.org/W4386083159","https://openalex.org/W4387250673","https://openalex.org/W4387968090","https://openalex.org/W4387968529","https://openalex.org/W4388430459","https://openalex.org/W4390874447","https://openalex.org/W4391305878","https://openalex.org/W4401326513","https://openalex.org/W6623043969","https://openalex.org/W6637373629","https://openalex.org/W6679045638","https://openalex.org/W6757526026","https://openalex.org/W6765779288","https://openalex.org/W6766978945","https://openalex.org/W6778946027","https://openalex.org/W6779823529","https://openalex.org/W6783713337","https://openalex.org/W6785302134","https://openalex.org/W6846166197","https://openalex.org/W6850343407","https://openalex.org/W6950310954"],"related_works":["https://openalex.org/W2121524756","https://openalex.org/W782553550","https://openalex.org/W1987967678","https://openalex.org/W2633218168","https://openalex.org/W4235897794","https://openalex.org/W2059707233","https://openalex.org/W1983126463","https://openalex.org/W2085738998","https://openalex.org/W2095126257","https://openalex.org/W2031511989"],"abstract_inverted_index":{"Haze":[0],"severely":[1],"degrades":[2],"the":[3,12,31,109,129,149,154,164,197,202,213,230],"visual":[4],"quality":[5,115],"of":[6,14,66,132,206,215,233],"remote":[7,44,82,97],"sensing":[8,45,83,98],"images":[9,46],"and":[10,19,73,120,139,181,226],"hampers":[11],"performance":[13,232],"road":[15],"extraction,":[16],"vehicle":[17],"detection,":[18],"traffic":[20],"flow":[21],"monitoring.":[22],"The":[23],"emerging":[24],"denoising":[25],"diffusion":[26,94,133],"probabilistic":[27],"model":[28,95],"(DDPM)":[29],"exhibits":[30],"significant":[32],"potential":[33],"for":[34,81,96],"dense":[35,117],"haze":[36],"removal":[37],"with":[38],"its":[39,78],"strong":[40],"generation":[41],"ability.":[42],"Since":[43],"contain":[47],"extensive":[48],"small-scale":[49],"texture":[50,179],"structures,":[51],"it":[52,121,147],"is":[53],"important":[54,168],"to":[55,69,112,195,200],"effectively":[56,211],"restore":[57],"image":[58,71,99,114],"details":[59,72,180],"from":[60],"hazy":[61,118],"images.":[62,84,186],"However,":[63],"current":[64],"wisdom":[65],"DDPM":[67,111],"fails":[68],"preserve":[70,177],"color":[74,182],"fidelity":[75,183],"well,":[76],"limiting":[77],"dehazing":[79],"capacity":[80],"In":[85],"this":[86],"paper,":[87],"we":[88,188],"propose":[89],"a":[90,104,143,190],"novel":[91],"unified":[92],"Fourier-aware":[93],"dehazing,":[100],"termed":[101],"RSHazeDiff.":[102],"From":[103],"new":[105],"perspective,":[106],"RSHazeDiff":[107,127,175,234],"explores":[108],"conditional":[110],"improve":[113],"in":[116,142,159,184],"scenarios,":[119],"makes":[122],"three":[123],"key":[124],"contributions.":[125],"First,":[126],"refines":[128],"training":[130],"phase":[131],"process":[134],"by":[135,153,162],"performing":[136],"noise":[137,156],"estimation":[138,157],"reconstruction":[140],"constraints":[141],"coarse-to-fine":[144],"fashion.":[145],"Thus,":[146],"remedies":[148],"unpleasing":[150],"results":[151],"caused":[152],"simple":[155],"constraint":[158],"DDPM.":[160],"Second,":[161],"taking":[163],"frequency":[165],"information":[166],"as":[167],"prior":[169],"knowledge":[170],"during":[171],"iterative":[172],"sampling":[173],"steps,":[174],"can":[176,210],"more":[178],"dehazed":[185],"Third,":[187],"design":[189],"global":[191,203],"compensated":[192],"learning":[193],"module":[194],"utilize":[196],"Fourier":[198],"transform":[199],"capture":[201],"dependency":[204],"features":[205],"input":[207],"images,":[208],"which":[209],"mitigate":[212],"effects":[214],"boundary":[216],"artifacts":[217],"when":[218],"processing":[219],"fixed-size":[220],"patches.":[221],"Experiments":[222],"on":[223],"both":[224],"synthetic":[225],"real-world":[227],"benchmarks":[228],"validate":[229],"favorable":[231],"over":[235],"state-of-the-art":[236],"methods.":[237],"Source":[238],"code":[239],"will":[240],"be":[241],"released":[242],"at":[243],"<uri":[244],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[245],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/jm-xiong/RSHazeDiff</uri>":[246]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2024-11-09T00:00:00"}