{"id":"https://openalex.org/W4413144922","doi":"https://doi.org/10.1109/cvpr52734.2025.02618","title":"Continuous Adverse Weather Removal via Degradation-Aware Distillation","display_name":"Continuous Adverse Weather Removal via Degradation-Aware Distillation","publication_year":2025,"publication_date":"2025-06-10","ids":{"openalex":"https://openalex.org/W4413144922","doi":"https://doi.org/10.1109/cvpr52734.2025.02618"},"language":"en","primary_location":{"id":"doi:10.1109/cvpr52734.2025.02618","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr52734.2025.02618","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101610796","display_name":"Xin Lu","orcid":"https://orcid.org/0000-0002-6191-8670"},"institutions":[{"id":"https://openalex.org/I4210164150","display_name":"Shanghai Center for Brain Science and Brain-Inspired Technology","ror":"https://ror.org/0551a0y31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210164150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Lu","raw_affiliation_strings":["University of Science and Technology of China,MoE Key Laboratory of Brain-Inspired Intelligent Perception and Cognition, School of Information Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,MoE Key Laboratory of Brain-Inspired Intelligent Perception and Cognition, School of Information Science and Technology","institution_ids":["https://openalex.org/I4210164150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045471152","display_name":"Jie Xiao","orcid":"https://orcid.org/0000-0003-1433-5437"},"institutions":[{"id":"https://openalex.org/I4210164150","display_name":"Shanghai Center for Brain Science and Brain-Inspired Technology","ror":"https://ror.org/0551a0y31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210164150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Xiao","raw_affiliation_strings":["University of Science and Technology of China,MoE Key Laboratory of Brain-Inspired Intelligent Perception and Cognition, School of Information Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,MoE Key Laboratory of Brain-Inspired Intelligent Perception and Cognition, School of Information Science and Technology","institution_ids":["https://openalex.org/I4210164150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102776532","display_name":"Yurui Zhu","orcid":"https://orcid.org/0000-0001-8753-6606"},"institutions":[{"id":"https://openalex.org/I4210164150","display_name":"Shanghai Center for Brain Science and Brain-Inspired Technology","ror":"https://ror.org/0551a0y31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210164150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yurui Zhu","raw_affiliation_strings":["University of Science and Technology of China,MoE Key Laboratory of Brain-Inspired Intelligent Perception and Cognition, School of Information Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,MoE Key Laboratory of Brain-Inspired Intelligent Perception and Cognition, School of Information Science and Technology","institution_ids":["https://openalex.org/I4210164150"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079007635","display_name":"Xueyang Fu","orcid":"https://orcid.org/0000-0001-8036-4071"},"institutions":[{"id":"https://openalex.org/I4210164150","display_name":"Shanghai Center for Brain Science and Brain-Inspired Technology","ror":"https://ror.org/0551a0y31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210164150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueyang Fu","raw_affiliation_strings":["University of Science and Technology of China,MoE Key Laboratory of Brain-Inspired Intelligent Perception and Cognition, School of Information Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,MoE Key Laboratory of Brain-Inspired Intelligent Perception and Cognition, School of Information Science and Technology","institution_ids":["https://openalex.org/I4210164150"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210164150"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"28113","last_page":"28123"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11053","display_name":"Process Optimization and Integration","score":0.7750999927520752,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T11053","display_name":"Process Optimization and Integration","score":0.7750999927520752,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/degradation","display_name":"Degradation (telecommunications)","score":0.7276260852813721},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.621952474117279},{"id":"https://openalex.org/keywords/adverse-weather","display_name":"Adverse weather","score":0.6004441976547241},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4746045470237732},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.43960967659950256},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.2226431965827942},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.11280450224876404},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09258276224136353},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.06719008088111877}],"concepts":[{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.7276260852813721},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.621952474117279},{"id":"https://openalex.org/C2992147540","wikidata":"https://www.wikidata.org/wiki/Q1277161","display_name":"Adverse weather","level":2,"score":0.6004441976547241},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4746045470237732},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.43960967659950256},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.2226431965827942},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.11280450224876404},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09258276224136353},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.06719008088111877},{"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/cvpr52734.2025.02618","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr52734.2025.02618","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.6600000262260437}],"awards":[],"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":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"All-in-one":[0],"models":[1,140,170],"for":[2,21,98],"adverse":[3,74,179],"weather":[4,75,100,180],"removal":[5],"aim":[6],"to":[7,41,59,64,113,150,153],"process":[8],"various":[9],"degraded":[10],"images":[11],"using":[12,141],"a":[13,93,106,115],"single":[14],"set":[15],"of":[16,44,67,118,160],"parameters,":[17],"making":[18],"them":[19],"ideal":[20],"real-world":[22],"scenarios.":[23],"However,":[24],"they":[25],"encounter":[26],"two":[27],"main":[28],"challenges:":[29],"catastrophic":[30,123],"forgetting":[31,124],"and":[32,62],"limited":[33],"degradation":[34,119,155],"awareness.":[35],"The":[36],"former":[37],"causes":[38],"the":[39,53,56,83,148,158],"model":[40,149],"lose":[42],"knowledge":[43,136],"previously":[45],"learned":[46],"scenarios,":[47],"reducing":[48],"its":[49,70,175],"overall":[50],"effectiveness.":[51],"While":[52],"later":[54],"hampers":[55],"model\u2019s":[57],"ability":[58],"accurately":[60],"identify":[61],"respond":[63],"specific":[65],"types":[66,156],"degradation,":[68],"limiting":[69],"performance":[71],"across":[72,171],"diverse":[73],"conditions.":[76],"To":[77],"address":[78],"these":[79],"issues,":[80],"we":[81,103,130],"introduce":[82],"Incremental":[84],"Learning":[85],"Adverse":[86],"Weather":[87],"Removal":[88],"(ILAWR)":[89],"framework,":[90],"which":[91,134],"uses":[92],"novel":[94],"degradation-aware":[95,107],"distillation":[96],"strategy":[97],"continuous":[99,178],"removal.":[101,181],"Specifically,":[102],"first":[104],"design":[105],"module":[108],"that":[109,166],"utilizes":[110],"Fourier":[111],"priors":[112],"capture":[114],"broad":[116],"range":[117],"features,":[120],"effectively":[121],"mitigating":[122],"in":[125,177],"low-level":[126],"visual":[127],"tasks.":[128],"Then,":[129],"implement":[131],"multilateral":[132],"distillation,":[133],"combines":[135],"from":[137],"multiple":[138,172],"teacher":[139],"an":[142],"importance-guided":[143],"aggregation":[144],"approach.":[145],"This":[146],"enables":[147],"balance":[151],"adaptation":[152],"new":[154],"with":[157],"preservation":[159],"background":[161],"details.":[162],"Extensive":[163],"experiments":[164],"confirm":[165],"ILAWR":[167],"outperforms":[168],"existing":[169],"benchmarks,":[173],"proving":[174],"effectiveness":[176]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":9}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}