{"id":"https://openalex.org/W4414165655","doi":"https://doi.org/10.1109/access.2025.3607857","title":"Remote Sensing Image Dehazing Using Content-Driven State Space Modeling With Scale-Aware Aggregation","display_name":"Remote Sensing Image Dehazing Using Content-Driven State Space Modeling With Scale-Aware Aggregation","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4414165655","doi":"https://doi.org/10.1109/access.2025.3607857"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3607857","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3607857","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3607857","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101813600","display_name":"Yunfeng Peng","orcid":"https://orcid.org/0000-0003-2687-3320"},"institutions":[{"id":"https://openalex.org/I4210117382","display_name":"Anyang Normal University","ror":"https://ror.org/02g9nss57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210117382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunfeng Peng","raw_affiliation_strings":["School of Software Engineering, Anyang Normal University, Anyang, Henan, China"],"raw_orcid":"https://orcid.org/0000-0003-2687-3320","affiliations":[{"raw_affiliation_string":"School of Software Engineering, Anyang Normal University, Anyang, Henan, China","institution_ids":["https://openalex.org/I4210117382"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Guowei Gao","orcid":"https://orcid.org/0000-0001-6477-6690"},"institutions":[{"id":"https://openalex.org/I4210117382","display_name":"Anyang Normal University","ror":"https://ror.org/02g9nss57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210117382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guowei Gao","raw_affiliation_strings":["School of Software Engineering, Anyang Normal University, Anyang, Henan, China"],"raw_orcid":"https://orcid.org/0000-0001-6477-6690","affiliations":[{"raw_affiliation_string":"School of Software Engineering, Anyang Normal University, Anyang, Henan, China","institution_ids":["https://openalex.org/I4210117382"]}]},{"author_position":"last","author":{"id":null,"display_name":"Congming Shi","orcid":"https://orcid.org/0009-0001-4374-1146"},"institutions":[{"id":"https://openalex.org/I4210117382","display_name":"Anyang Normal University","ror":"https://ror.org/02g9nss57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210117382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Congming Shi","raw_affiliation_strings":["School of Software Engineering, Anyang Normal University, Anyang, Henan, China"],"raw_orcid":"https://orcid.org/0009-0001-4374-1146","affiliations":[{"raw_affiliation_string":"School of Software Engineering, Anyang Normal University, Anyang, Henan, China","institution_ids":["https://openalex.org/I4210117382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210117382"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.5311,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.8484545,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"158450","last_page":"158466"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.984000027179718,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.984000027179718,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9732999801635742,"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/T10930","display_name":"Flood Risk Assessment and Management","score":0.9483000040054321,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7700999975204468},{"id":"https://openalex.org/keywords/remote-sensing-application","display_name":"Remote sensing application","score":0.5824999809265137},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5083000063896179},{"id":"https://openalex.org/keywords/earth-observation","display_name":"Earth observation","score":0.43459999561309814},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4235999882221222},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.3465000092983246}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7980999946594238},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7700999975204468},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.7276999950408936},{"id":"https://openalex.org/C183365957","wikidata":"https://www.wikidata.org/wiki/Q17140402","display_name":"Remote sensing application","level":3,"score":0.5824999809265137},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5083000063896179},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4546999931335449},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4487000107765198},{"id":"https://openalex.org/C39399123","wikidata":"https://www.wikidata.org/wiki/Q1348989","display_name":"Earth observation","level":3,"score":0.43459999561309814},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4235999882221222},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.3465000092983246},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.3215000033378601},{"id":"https://openalex.org/C79974267","wikidata":"https://www.wikidata.org/wiki/Q643546","display_name":"Haze","level":2,"score":0.32089999318122864},{"id":"https://openalex.org/C118365302","wikidata":"https://www.wikidata.org/wiki/Q4817115","display_name":"Atmospheric model","level":2,"score":0.31459999084472656},{"id":"https://openalex.org/C77304879","wikidata":"https://www.wikidata.org/wiki/Q211485","display_name":"Space technology","level":2,"score":0.27079999446868896}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3607857","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3607857","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c373ed8cd35c4b1ca14221cdd2188bb4","is_oa":true,"landing_page_url":"https://doaj.org/article/c373ed8cd35c4b1ca14221cdd2188bb4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 158450-158466 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3607857","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3607857","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2161859326","display_name":null,"funder_award_id":"242102210179","funder_id":"https://openalex.org/F4320336350","funder_display_name":"Key Research and Development Projects of Shaanxi Province"},{"id":"https://openalex.org/G2424039804","display_name":null,"funder_award_id":"232102210026","funder_id":"https://openalex.org/F4320336350","funder_display_name":"Key Research and Development Projects of Shaanxi Province"},{"id":"https://openalex.org/G8389445917","display_name":null,"funder_award_id":"2024GGJS108","funder_id":"https://openalex.org/F4320335955","funder_display_name":"Key Scientific Research Project of Colleges and Universities in Henan Province"}],"funders":[{"id":"https://openalex.org/F4320335955","display_name":"Key Scientific Research Project of Colleges and Universities in Henan Province","ror":null},{"id":"https://openalex.org/F4320336350","display_name":"Key Research and Development Projects of Shaanxi Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W2029116331","https://openalex.org/W2064076387","https://openalex.org/W2128254161","https://openalex.org/W2128271142","https://openalex.org/W2779176852","https://openalex.org/W2793613573","https://openalex.org/W2888738931","https://openalex.org/W2963152299","https://openalex.org/W2990007814","https://openalex.org/W2992240579","https://openalex.org/W2998249728","https://openalex.org/W3012965216","https://openalex.org/W3034278302","https://openalex.org/W3035326127","https://openalex.org/W3041172212","https://openalex.org/W3131500599","https://openalex.org/W3138808092","https://openalex.org/W3166065302","https://openalex.org/W3168997536","https://openalex.org/W3170697543","https://openalex.org/W3171760114","https://openalex.org/W3194523157","https://openalex.org/W3202040256","https://openalex.org/W3203605797","https://openalex.org/W3204515269","https://openalex.org/W4225672218","https://openalex.org/W4293248314","https://openalex.org/W4308992250","https://openalex.org/W4312378774","https://openalex.org/W4312617404","https://openalex.org/W4312812783","https://openalex.org/W4319300839","https://openalex.org/W4320900849","https://openalex.org/W4327808545","https://openalex.org/W4379768879","https://openalex.org/W4383878869","https://openalex.org/W4386759882","https://openalex.org/W4387092287","https://openalex.org/W4387789877","https://openalex.org/W4388452252","https://openalex.org/W4389474683","https://openalex.org/W4393150030","https://openalex.org/W4393206952","https://openalex.org/W4394994773","https://openalex.org/W4398138244","https://openalex.org/W4401306839","https://openalex.org/W4402727831","https://openalex.org/W4402952320","https://openalex.org/W4402979918","https://openalex.org/W4403488761","https://openalex.org/W4403854564","https://openalex.org/W4404170626","https://openalex.org/W4404178903","https://openalex.org/W4406934712","https://openalex.org/W4407637777","https://openalex.org/W4409326045"],"related_works":[],"abstract_inverted_index":{"Haze":[0],"leads":[1],"to":[2,66,121,175],"a":[3,56,110,132,155],"substantial":[4],"decrease":[5],"in":[6,30,36],"the":[7,100,142,149],"quality":[8],"of":[9,157],"remote":[10,68,93,151],"sensing":[11,69,94,152],"images,":[12],"thereby":[13],"hindering":[14],"high-quality":[15],"earth":[16],"observation":[17],"and":[18,74,106,145,171],"other":[19],"vision-related":[20],"applications.":[21],"Recently,":[22],"state":[23,89],"space":[24,90],"models":[25],"have":[26],"demonstrated":[27],"great":[28],"potential":[29],"image":[31,51,95],"restoration":[32],"tasks,":[33],"offering":[34],"advantages":[35],"global":[37],"information":[38],"modeling":[39],"while":[40],"maintaining":[41],"low":[42],"computational":[43],"complexity.":[44],"However,":[45],"we":[46,83,130],"observe":[47],"that":[48,138],"existing":[49],"Mamba-based":[50],"dehazing":[52],"methods":[53],"rely":[54],"on":[55,148,160],"fixed-scale":[57],"spatial-aware":[58],"scanning":[59,136,143],"mechanism,":[60],"which":[61],"presents":[62],"limitations":[63],"when":[64],"applied":[65],"complex":[67],"scenarios":[70],"characterized":[71],"by":[72],"objects":[73],"features":[75],"at":[76],"varying":[77],"spatial":[78],"scales.":[79],"In":[80,128],"this":[81],"paper,":[82],"propose":[84],"an":[85],"effective":[86],"scale-aggregation":[87],"content-driven":[88,133],"model":[91],"for":[92],"dehazing,":[96],"called":[97],"SC-DehazeMamba.":[98],"Specifically,":[99],"proposed":[101,165],"framework":[102,166],"integrates":[103],"both":[104],"coarse-to-fine":[105],"multi-patch":[107],"strategies":[108],"into":[109],"unified":[111],"parallel":[112],"multi-branch":[113],"architecture,":[114],"where":[115],"each":[116],"branch":[117],"leverages":[118],"multi-scale":[119],"learning":[120],"enhance":[122],"robustness":[123],"against":[124],"diverse":[125],"degradation":[126],"appearances.":[127],"addition,":[129],"design":[131],"dynamic":[134],"adaptive":[135],"mechanism":[137],"can":[139],"adaptively":[140],"determine":[141],"order":[144],"regions":[146],"based":[147],"input":[150],"image.":[153],"Through":[154],"series":[156],"extensive":[158],"experiments":[159],"different":[161],"benchmark":[162],"datasets,":[163],"our":[164],"has":[167],"shown":[168],"its":[169],"effectiveness":[170],"favorable":[172],"performance":[173],"compared":[174],"state-of-the-art":[176],"solutions.":[177]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
