{"id":"https://openalex.org/W4415593647","doi":"https://doi.org/10.1109/tcsvt.2025.3625191","title":"An MoE-Driven Unified Image Restoration Framework for Adverse Weather Conditions","display_name":"An MoE-Driven Unified Image Restoration Framework for Adverse Weather Conditions","publication_year":2025,"publication_date":"2025-10-27","ids":{"openalex":"https://openalex.org/W4415593647","doi":"https://doi.org/10.1109/tcsvt.2025.3625191"},"language":null,"primary_location":{"id":"doi:10.1109/tcsvt.2025.3625191","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3625191","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","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/A5111155324","display_name":"Tao An","orcid":"https://orcid.org/0009-0000-8538-8099"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao An","raw_affiliation_strings":["State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0009-0000-8538-8099","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116658016","display_name":"Hongbo Gao","orcid":"https://orcid.org/0009-0009-1826-1018"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongbo Gao","raw_affiliation_strings":["State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0009-0009-1826-1018","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068701228","display_name":"Ruqi Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruqi Liu","raw_affiliation_strings":["State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0009-0005-4693-2895","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062787869","display_name":"Kun Dai","orcid":"https://orcid.org/0000-0002-6714-3394"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Dai","raw_affiliation_strings":["State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-6714-3394","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050985620","display_name":"Tao Xie","orcid":"https://orcid.org/0000-0002-4179-2898"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Xie","raw_affiliation_strings":["State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-4179-2898","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100639939","display_name":"Ruifeng Li","orcid":"https://orcid.org/0000-0002-1383-7745"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruifeng Li","raw_affiliation_strings":["State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-1383-7745","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100693413","display_name":"Ke Wang","orcid":"https://orcid.org/0000-0002-5615-0847"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ke Wang","raw_affiliation_strings":["State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-5615-0847","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045865179","display_name":"Lijun Zhao","orcid":"https://orcid.org/0000-0002-9108-8276"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijun Zhao","raw_affiliation_strings":["State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-9108-8276","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":3.0621,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.92562197,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"36","issue":"3","first_page":"3101","last_page":"3116"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9760000109672546,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9760000109672546,"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":0.9661999940872192,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9246000051498413,"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/image-restoration","display_name":"Image restoration","score":0.7560999989509583},{"id":"https://openalex.org/keywords/adverse-weather","display_name":"Adverse weather","score":0.599399983882904},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5674999952316284},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.39469999074935913},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.37279999256134033},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.3481999933719635},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.3407999873161316},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.33149999380111694}],"concepts":[{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.7560999989509583},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6751000285148621},{"id":"https://openalex.org/C2992147540","wikidata":"https://www.wikidata.org/wiki/Q1277161","display_name":"Adverse weather","level":2,"score":0.599399983882904},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5674999952316284},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4343999922275543},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.39469999074935913},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.37279999256134033},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.3481999933719635},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3407999873161316},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.33149999380111694},{"id":"https://openalex.org/C2776429412","wikidata":"https://www.wikidata.org/wiki/Q4688011","display_name":"Aerial image","level":3,"score":0.3156000077724457},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3149000108242035},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.30480000376701355},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.2906000018119812},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.28450000286102295},{"id":"https://openalex.org/C2780639701","wikidata":"https://www.wikidata.org/wiki/Q354869","display_name":"Image sharing","level":3,"score":0.2800999879837036},{"id":"https://openalex.org/C118365302","wikidata":"https://www.wikidata.org/wiki/Q4817115","display_name":"Atmospheric model","level":2,"score":0.2754000127315521},{"id":"https://openalex.org/C2778722038","wikidata":"https://www.wikidata.org/wiki/Q17030643","display_name":"Homogenization (climate)","level":3,"score":0.2700999975204468},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.26750001311302185},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2660999894142151},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.25429999828338623}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2025.3625191","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3625191","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5332950453","display_name":null,"funder_award_id":"GZC20252736","funder_id":"https://openalex.org/F4320336597","funder_display_name":"Key Research and Development Program of Wuhu"}],"funders":[{"id":"https://openalex.org/F4320336597","display_name":"Key Research and Development Program of Wuhu","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W2121880036","https://openalex.org/W2154815154","https://openalex.org/W2748263833","https://openalex.org/W2779176852","https://openalex.org/W2884068670","https://openalex.org/W2930755307","https://openalex.org/W2948606054","https://openalex.org/W2962754725","https://openalex.org/W2963017889","https://openalex.org/W2963073614","https://openalex.org/W2963800716","https://openalex.org/W2963866045","https://openalex.org/W2963928582","https://openalex.org/W2985030998","https://openalex.org/W2989393016","https://openalex.org/W2990007814","https://openalex.org/W2991017102","https://openalex.org/W3003179103","https://openalex.org/W3034278302","https://openalex.org/W3034972231","https://openalex.org/W3035326127","https://openalex.org/W3035713416","https://openalex.org/W3036209635","https://openalex.org/W3096115256","https://openalex.org/W3103549414","https://openalex.org/W3121052614","https://openalex.org/W3133769291","https://openalex.org/W3138808092","https://openalex.org/W3139382121","https://openalex.org/W3159236515","https://openalex.org/W3170697543","https://openalex.org/W3174849075","https://openalex.org/W3180034634","https://openalex.org/W3186182384","https://openalex.org/W3194523157","https://openalex.org/W3201952986","https://openalex.org/W3215632849","https://openalex.org/W4225672218","https://openalex.org/W4283023197","https://openalex.org/W4304015075","https://openalex.org/W4312791693","https://openalex.org/W4312880823","https://openalex.org/W4312938066","https://openalex.org/W4313026854","https://openalex.org/W4313150997","https://openalex.org/W4313892909","https://openalex.org/W4315631506","https://openalex.org/W4317496742","https://openalex.org/W4318953193","https://openalex.org/W4362653529","https://openalex.org/W4385299503","https://openalex.org/W4386072291","https://openalex.org/W4398138244","https://openalex.org/W4400316461","https://openalex.org/W4401979980","https://openalex.org/W4402915827","https://openalex.org/W4402952320","https://openalex.org/W4404687984","https://openalex.org/W4408858386","https://openalex.org/W4409326045","https://openalex.org/W4413114136"],"related_works":[],"abstract_inverted_index":{"Adverse":[0],"natural":[1],"weather":[2,36,67,122,147],"conditions":[3,37],"frequently":[4],"cause":[5],"substantial":[6],"performance":[7,202],"degradation":[8],"in":[9,45,154],"outdoor":[10],"vision":[11],"systems,":[12],"underscoring":[13],"the":[14,46,101,105,113,131,159],"critical":[15],"importance":[16],"of":[17,27,48,135],"research":[18,43],"on":[19,100],"image":[20,49,61,142,184],"restoration":[21,62,143,185],"techniques.":[22],"Employing":[23],"a":[24,41,57,74,82,171],"unified":[25,60],"set":[26],"network":[28,106,194],"parameters":[29,156],"to":[30,107,120,158],"restore":[31],"degraded":[32],"images":[33],"across":[34,140,163],"diverse":[35,141],"has":[38],"emerged":[39],"as":[40],"key":[42],"direction":[44],"field":[47],"restoration.":[50],"In":[51],"this":[52,167],"work,":[53],"we":[54,169],"propose":[55,170],"MUIRF,":[56],"Mixture-of-Experts":[58],"(MoE)-driven":[59],"framework":[63],"for":[64,96],"multiple":[65],"adverse":[66],"conditions.":[68,148],"Specifically,":[69],"our":[70,192],"technical":[71],"contribution":[72],"includes":[73],"novel":[75],"channel-level":[76],"parameter":[77,88],"sharing":[78,89,98],"strategy":[79,90],"guided":[80],"by":[81],"shallow-feature-based":[83],"MoE":[84],"(CPSM).":[85],"This":[86],"fine-grained":[87],"adaptively":[91],"selects":[92],"convolution":[93],"weight":[94],"channels":[95,115],"cross-task":[97],"based":[99],"input":[102],"image,":[103],"enabling":[104],"accurately":[108],"capture":[109],"weather-general":[110],"features,":[111],"while":[112],"remaining":[114],"encode":[116],"weather-specific":[117],"features":[118],"corresponding":[119],"each":[121],"condition.":[123],"CPSM":[124],"facilitates":[125],"precise":[126],"channel":[127],"selection,":[128],"thereby":[129],"enhancing":[130],"robustness":[132],"and":[133,182,203],"accuracy":[134],"MUIRF":[136],"during":[137],"joint":[138],"training":[139],"tasks":[144],"under":[145],"varying":[146],"Additionally,":[149],"gradient":[150,173,180],"conflicts":[151,181],"inevitably":[152],"arise":[153],"shared":[155],"due":[157],"divergent":[160],"optimization":[161],"objectives":[162],"tasks.":[164],"To":[165],"address":[166],"challenge,":[168],"meta-vector-guided":[172],"homogenization":[174],"(MVGH)":[175],"algorithm":[176],"that":[177,191],"mitigates":[178],"inter-task":[179],"improves":[183],"quality.":[186],"Comprehensive":[187],"experimental":[188],"evaluations":[189],"demonstrate":[190],"proposed":[193],"outperforms":[195],"most":[196],"state-of-the-art":[197],"approaches,":[198],"validating":[199],"its":[200],"superior":[201],"effectiveness.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-03-09T07:00:12.390032","created_date":"2025-10-28T00:00:00"}
