{"id":"https://openalex.org/W4412107144","doi":"https://doi.org/10.1109/tcsvt.2025.3587041","title":"MePAT: Meta-Prior Aided Transformer for Adverse Weather Condition Restoration","display_name":"MePAT: Meta-Prior Aided Transformer for Adverse Weather Condition Restoration","publication_year":2025,"publication_date":"2025-07-08","ids":{"openalex":"https://openalex.org/W4412107144","doi":"https://doi.org/10.1109/tcsvt.2025.3587041"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2025.3587041","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3587041","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/A5062432846","display_name":"Jianqiao Sun","orcid":"https://orcid.org/0000-0002-8193-7940"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianqiao Sun","raw_affiliation_strings":["National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an, China"],"raw_orcid":"https://orcid.org/0000-0002-8193-7940","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053932008","display_name":"Ziheng Cheng","orcid":"https://orcid.org/0000-0002-7504-197X"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziheng Cheng","raw_affiliation_strings":["National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an, China"],"raw_orcid":"https://orcid.org/0000-0002-7504-197X","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100427253","display_name":"Bo Chen","orcid":"https://orcid.org/0000-0001-5151-9388"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Chen","raw_affiliation_strings":["National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an, China"],"raw_orcid":"https://orcid.org/0000-0001-5151-9388","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015431603","display_name":"Xin Yuan","orcid":"https://orcid.org/0000-0002-8311-7524"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Yuan","raw_affiliation_strings":["School of Engineering, Westlake University, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-8311-7524","affiliations":[{"raw_affiliation_string":"School of Engineering, Westlake University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114166929","display_name":"Chunhui Qu","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunhui Qu","raw_affiliation_strings":["National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100411968","display_name":"Hongwei Liu","orcid":"https://orcid.org/0000-0003-4046-163X"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongwei Liu","raw_affiliation_strings":["National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an, China"],"raw_orcid":"https://orcid.org/0000-0003-4046-163X","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":0.4375,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.5881141,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"36","issue":"2","first_page":"1962","last_page":"1976"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9347000122070312,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9347000122070312,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"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/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9287999868392944,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/transformer","display_name":"Transformer","score":0.4662887752056122},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45858097076416016},{"id":"https://openalex.org/keywords/adverse-weather","display_name":"Adverse weather","score":0.43744444847106934},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3441319465637207},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.1993159055709839},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1742476224899292},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.10757285356521606},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09108442068099976}],"concepts":[{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4662887752056122},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45858097076416016},{"id":"https://openalex.org/C2992147540","wikidata":"https://www.wikidata.org/wiki/Q1277161","display_name":"Adverse weather","level":2,"score":0.43744444847106934},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3441319465637207},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.1993159055709839},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1742476224899292},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10757285356521606},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09108442068099976},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2025.3587041","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3587041","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":[{"score":0.8799999952316284,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G1425959807","display_name":null,"funder_award_id":"QTZX24003","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G234730273","display_name":null,"funder_award_id":"62271414","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3406886181","display_name":null,"funder_award_id":"(B18039)","funder_id":"https://openalex.org/F4320327912","funder_display_name":"Higher Education Discipline Innovation Project"},{"id":"https://openalex.org/G4245713565","display_name":null,"funder_award_id":"QTZX22160","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G6520012262","display_name":null,"funder_award_id":"QTZX23018","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7843506534","display_name":null,"funder_award_id":"U21B2006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320307274","display_name":"Foundation for the Future","ror":"https://ror.org/00qesdp23"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327912","display_name":"Higher Education Discipline Innovation Project","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W2154815154","https://openalex.org/W2177195834","https://openalex.org/W2534420330","https://openalex.org/W2559264300","https://openalex.org/W2748263833","https://openalex.org/W2752782242","https://openalex.org/W2779176852","https://openalex.org/W2793477525","https://openalex.org/W2798405286","https://openalex.org/W2884068670","https://openalex.org/W2930755307","https://openalex.org/W2963017889","https://openalex.org/W2963563295","https://openalex.org/W2963751414","https://openalex.org/W2963800716","https://openalex.org/W2963866045","https://openalex.org/W2966759038","https://openalex.org/W2982006683","https://openalex.org/W3035524453","https://openalex.org/W3035713416","https://openalex.org/W3118482223","https://openalex.org/W3138808092","https://openalex.org/W3139382121","https://openalex.org/W3164543136","https://openalex.org/W3186182384","https://openalex.org/W3194523157","https://openalex.org/W3207918547","https://openalex.org/W3215632849","https://openalex.org/W4224130636","https://openalex.org/W4225672218","https://openalex.org/W4226156781","https://openalex.org/W4255839052","https://openalex.org/W4295934483","https://openalex.org/W4312373367","https://openalex.org/W4312433447","https://openalex.org/W4312938066","https://openalex.org/W4313413129","https://openalex.org/W4317496742","https://openalex.org/W4318829201","https://openalex.org/W4376131251","https://openalex.org/W4386072291","https://openalex.org/W4387623951","https://openalex.org/W4390874695","https://openalex.org/W4398138244","https://openalex.org/W4399995659","https://openalex.org/W4401634032","https://openalex.org/W4402673268","https://openalex.org/W4402727345","https://openalex.org/W4402775367","https://openalex.org/W4402915827","https://openalex.org/W4403936795","https://openalex.org/W4403938299","https://openalex.org/W4404035226","https://openalex.org/W4404687984","https://openalex.org/W4409326045"],"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":{"Image":[0],"restoration":[1,112],"under":[2],"adverse":[3],"weather":[4,98,134],"conditions":[5],"is":[6],"critical":[7],"for":[8,27,148],"real-world":[9,174],"applications.":[10],"However,":[11],"existing":[12],"approaches":[13],"mainly":[14],"suffer":[15],"from":[16],"two":[17],"fundamental":[18],"limitations,i)":[19],"the":[20,41,80,130,137,141,165,178],"impractical":[21],"requirement":[22],"of":[23,167],"prior":[24,92],"degradation":[25,33],"knowledge":[26],"task-specific":[28],"model":[29],"selection":[30],"andii)":[31],"performance":[32],"when":[34],"handling":[35],"with":[36,60],"in-the-wild":[37],"corruptions.":[38,135],"To":[39],"address":[40],"above":[42],"issues,":[43],"in":[44],"this":[45],"paper,":[46],"we":[47,66,89,121,144],"propose":[48,122],"a":[49,107],"novelMeta-prior":[50],"Aided":[51],"Transformerrestoration":[52],"framework,":[53],"MePAT,":[54],"to":[55,75,84,95,105,116,128,176],"synergize":[56],"dynamic":[57],"feature":[58,103],"modulation":[59],"optimal":[61],"transport":[62],"(OT)":[63],"theory.":[64],"Specifically,":[65],"first":[67],"architect":[68],"an":[69,123],"efficient":[70],"attention":[71],"mechanism,rectified":[72],"self-channel":[73],"attention(RSCA)":[74],"capture":[76],"long-range":[77],"associations":[78],"along":[79],"channel":[81],"dimension.":[82],"Then,":[83],"adaptively":[85],"tackle":[86],"different":[87,133],"conditions,":[88],"design":[90],"atask-shared":[91],"learning":[93],"network(TPLN)":[94],"generate":[96],"content-adaptive":[97],"embeddings":[99],"and":[100,110,151,181,185],"serve":[101],"as":[102],"modulators":[104],"direct":[106],"more":[108],"flexible":[109],"robust":[111],"process.":[113],"In":[114],"addition":[115],"learn":[117],"discriminative":[118],"task":[119],"features,":[120],"weakly-supervised":[124],"OT-driven":[125],"contrastive":[126],"loss":[127],"measure":[129],"discrepancy":[131],"between":[132],"During":[136],"inference":[138],"process,":[139],"through":[140],"shared":[142],"TPLN,":[143],"derive":[145],"image-oriented":[146],"vectors":[147],"unseen":[149],"corruptions":[150],"then":[152],"perform":[153],"image":[154],"restoration.":[155],"The":[156,183],"superior":[157],"experimental":[158],"results":[159],"on":[160,173],"three":[161],"synthetic":[162],"benchmarks":[163],"demonstrate":[164],"effectiveness":[166],"MePAT.":[168],"We":[169],"also":[170],"conduct":[171],"experiments":[172],"applications":[175],"verify":[177],"generalization":[179],"ability":[180],"robustness.":[182],"code":[184],"pre-trained":[186],"models":[187],"will":[188],"be":[189],"made":[190],"available.":[191]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}