{"id":"https://openalex.org/W4392207821","doi":"https://doi.org/10.1109/lgrs.2024.3370595","title":"Diffusion Models Based Null-Space Learning for Remote Sensing Image Dehazing","display_name":"Diffusion Models Based Null-Space Learning for Remote Sensing Image Dehazing","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392207821","doi":"https://doi.org/10.1109/lgrs.2024.3370595"},"language":"en","primary_location":{"id":"doi:10.1109/lgrs.2024.3370595","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2024.3370595","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"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 Geoscience and Remote Sensing Letters","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/A5019634149","display_name":"Yufeng Huang","orcid":"https://orcid.org/0000-0003-2852-8555"},"institutions":[{"id":"https://openalex.org/I125904092","display_name":"Shenyang Aerospace University","ror":"https://ror.org/02423gm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I125904092"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yufeng Huang","raw_affiliation_strings":["College of Electronic Information Engineering, Shenyang Aerospace University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0003-2852-8555","affiliations":[{"raw_affiliation_string":"College of Electronic Information Engineering, Shenyang Aerospace University, Shenyang, China","institution_ids":["https://openalex.org/I125904092"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105759649","display_name":"Zhiyu Lin","orcid":"https://orcid.org/0009-0008-1306-5934"},"institutions":[{"id":"https://openalex.org/I125904092","display_name":"Shenyang Aerospace University","ror":"https://ror.org/02423gm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I125904092"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyu Lin","raw_affiliation_strings":["College of Electronic Information Engineering, Shenyang Aerospace University, Shenyang, China"],"raw_orcid":"https://orcid.org/0009-0008-1306-5934","affiliations":[{"raw_affiliation_string":"College of Electronic Information Engineering, Shenyang Aerospace University, Shenyang, China","institution_ids":["https://openalex.org/I125904092"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040438883","display_name":"Shuai Xiong","orcid":"https://orcid.org/0000-0002-1327-5906"},"institutions":[{"id":"https://openalex.org/I125904092","display_name":"Shenyang Aerospace University","ror":"https://ror.org/02423gm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I125904092"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuai Xiong","raw_affiliation_strings":["College of Electronic Information Engineering, Shenyang Aerospace University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-1327-5906","affiliations":[{"raw_affiliation_string":"College of Electronic Information Engineering, Shenyang Aerospace University, Shenyang, China","institution_ids":["https://openalex.org/I125904092"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072822976","display_name":"Tongtong Sun","orcid":"https://orcid.org/0009-0009-6135-6899"},"institutions":[{"id":"https://openalex.org/I125904092","display_name":"Shenyang Aerospace University","ror":"https://ror.org/02423gm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I125904092"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tongtong Sun","raw_affiliation_strings":["College of Electronic Information Engineering, Shenyang Aerospace University, Shenyang, China"],"raw_orcid":"https://orcid.org/0009-0009-6135-6899","affiliations":[{"raw_affiliation_string":"College of Electronic Information Engineering, Shenyang Aerospace University, Shenyang, China","institution_ids":["https://openalex.org/I125904092"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I125904092"],"apc_list":null,"apc_paid":null,"fwci":3.2699,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.93055223,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"21","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":1.0,"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/T11019","display_name":"Image Enhancement Techniques","score":1.0,"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":0.9962999820709229,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9951000213623047,"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/computer-science","display_name":"Computer science","score":0.716879665851593},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.6163604855537415},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5499621033668518},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.4982948303222656},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4931149184703827},{"id":"https://openalex.org/keywords/null","display_name":"Null (SQL)","score":0.46604907512664795},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.442910373210907},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.37158748507499695},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.12427458167076111},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11009195446968079},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10351207852363586}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.716879665851593},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.6163604855537415},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5499621033668518},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.4982948303222656},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4931149184703827},{"id":"https://openalex.org/C203763787","wikidata":"https://www.wikidata.org/wiki/Q371029","display_name":"Null (SQL)","level":2,"score":0.46604907512664795},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.442910373210907},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.37158748507499695},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.12427458167076111},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11009195446968079},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10351207852363586},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lgrs.2024.3370595","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2024.3370595","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"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 Geoscience and Remote Sensing Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3684176333","display_name":null,"funder_award_id":"2022JH2/101300247","funder_id":"https://openalex.org/F4320336742","funder_display_name":"Key Research and Development Program of Liaoning Province"},{"id":"https://openalex.org/G8692862939","display_name":null,"funder_award_id":"2023JH2/101300145","funder_id":"https://openalex.org/F4320336742","funder_display_name":"Key Research and Development Program of Liaoning Province"}],"funders":[{"id":"https://openalex.org/F4320336742","display_name":"Key Research and Development Program of Liaoning Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W270188234","https://openalex.org/W2128254161","https://openalex.org/W2146086273","https://openalex.org/W2156936307","https://openalex.org/W2256362396","https://openalex.org/W2467473805","https://openalex.org/W2515866431","https://openalex.org/W2779176852","https://openalex.org/W2793613573","https://openalex.org/W2808122338","https://openalex.org/W2901339722","https://openalex.org/W2988209803","https://openalex.org/W3012965216","https://openalex.org/W3034278302","https://openalex.org/W3036167779","https://openalex.org/W3041334470","https://openalex.org/W3105013723","https://openalex.org/W3105109286","https://openalex.org/W3105577662","https://openalex.org/W3119109130","https://openalex.org/W3121370741","https://openalex.org/W3129705935","https://openalex.org/W3133769291","https://openalex.org/W3168053944","https://openalex.org/W3177127346","https://openalex.org/W3208626099","https://openalex.org/W4220808400","https://openalex.org/W4285280178","https://openalex.org/W4310631370","https://openalex.org/W4316660744","https://openalex.org/W4382240002","https://openalex.org/W4386264452","https://openalex.org/W4386634677","https://openalex.org/W4387103486","https://openalex.org/W4387693309","https://openalex.org/W6778946027","https://openalex.org/W6779823529","https://openalex.org/W6783713337","https://openalex.org/W6788990321","https://openalex.org/W6795288823","https://openalex.org/W6847118160"],"related_works":["https://openalex.org/W1570309050","https://openalex.org/W1994829526","https://openalex.org/W2219563043","https://openalex.org/W2212197444","https://openalex.org/W1885898241","https://openalex.org/W2157169416","https://openalex.org/W2389183782","https://openalex.org/W2097100439","https://openalex.org/W2991879206","https://openalex.org/W2372798710"],"abstract_inverted_index":{"Remote":[0],"sensing":[1],"(RS)":[2],"dehazing":[3,134],"is":[4,68,86],"a":[5,69,82],"challenge":[6],"topic,":[7],"as":[8],"images":[9,50],"captured":[10],"under":[11],"hazy":[12],"scenarios":[13],"often":[14],"suffer":[15],"from":[16],"seriously":[17],"quality":[18],"degradation":[19],"and":[20,118,139],"inconsistency.":[21],"RS":[22,49,78,116,141],"image":[23,79,95,122],"restoration":[24],"has":[25],"been":[26],"significantly":[27],"improved":[28],"with":[29,51],"the":[30,43,90,98,107,114,120],"use":[31],"of":[32,100],"learning-based":[33],"ways,":[34],"while":[35],"current":[36],"methods":[37,135],"are":[38],"still":[39],"struggling":[40],"to":[41,88,112],"restore":[42],"complex":[44],"details":[45],"for":[46,94],"large":[47],"irregular":[48],"ununiform":[52],"haze.":[53],"In":[54],"this":[55],"letter,":[56],"we":[57,104],"propose":[58],"an":[59],"Adaptive":[60],"Diffusion":[61],"Null-space":[62],"Dehazing":[63],"Network":[64],"named":[65],"ADND-Net,":[66],"which":[67],"novel":[70],"diffusion":[71,92,110],"model":[72,130],"based":[73],"null-space":[74],"learning":[75],"toward":[76],"free-form":[77],"dehazing.":[80],"Specifically,":[81],"range-null":[83,101],"space":[84,102],"decomposition":[85],"applied":[87],"improve":[89],"reverse":[91],"process":[93],"consistence.":[96],"With":[97],"help":[99],"content,":[103],"further":[105],"advance":[106],"adaptive":[108],"region-based":[109],"module":[111],"address":[113],"unlimited-size":[115],"images,":[117],"increase":[119],"dehazed":[121],"quality.":[123],"Extensive":[124],"experiments":[125],"show":[126],"that":[127],"our":[128],"designed":[129],"outperforms":[131],"other":[132],"comparing":[133],"on":[136],"both":[137],"synthetic":[138],"real-world":[140],"datasets.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}