{"id":"https://openalex.org/W4392251595","doi":"https://doi.org/10.1109/tip.2024.3368961","title":"Exploring the Application of Large-Scale Pre-Trained Models on Adverse Weather Removal","display_name":"Exploring the Application of Large-Scale Pre-Trained Models on Adverse Weather Removal","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392251595","doi":"https://doi.org/10.1109/tip.2024.3368961","pmid":"https://pubmed.ncbi.nlm.nih.gov/38416621"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2024.3368961","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2024.3368961","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5036850912","display_name":"Zhentao Tan","orcid":"https://orcid.org/0000-0001-9095-4462"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhentao Tan","raw_affiliation_strings":["School of Cyber Science and Technology, the CAS Key Laboratory of Electromagnetic Space Information, and Anhui Province Key Laboratory of Digital Security, University of Science and Technology of China (USTC), Hefei, China","Alibaba Group, China"],"raw_orcid":"https://orcid.org/0000-0001-9095-4462","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, the CAS Key Laboratory of Electromagnetic Space Information, and Anhui Province Key Laboratory of Digital Security, University of Science and Technology of China (USTC), Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Alibaba Group, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100668827","display_name":"Yue Wu","orcid":"https://orcid.org/0000-0003-1024-5063"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Wu","raw_affiliation_strings":["School of Cyber Science and Technology, the CAS Key Laboratory of Electromagnetic Space Information, and Anhui Province Key Laboratory of Digital Security, University of Science and Technology of China (USTC), Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, the CAS Key Laboratory of Electromagnetic Space Information, and Anhui Province Key Laboratory of Digital Security, University of Science and Technology of China (USTC), Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101800088","display_name":"Qiankun Liu","orcid":"https://orcid.org/0000-0002-7457-2090"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiankun Liu","raw_affiliation_strings":["School of Cyber Science and Technology, the CAS Key Laboratory of Electromagnetic Space Information, and Anhui Province Key Laboratory of Digital Security, University of Science and Technology of China (USTC), Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-7457-2090","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, the CAS Key Laboratory of Electromagnetic Space Information, and Anhui Province Key Laboratory of Digital Security, University of Science and Technology of China (USTC), Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045938154","display_name":"Qi Chu","orcid":"https://orcid.org/0000-0003-3028-0755"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Chu","raw_affiliation_strings":["School of Cyber Science and Technology, the CAS Key Laboratory of Electromagnetic Space Information, and Anhui Province Key Laboratory of Digital Security, University of Science and Technology of China (USTC), Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-3028-0755","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, the CAS Key Laboratory of Electromagnetic Space Information, and Anhui Province Key Laboratory of Digital Security, University of Science and Technology of China (USTC), Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045227579","display_name":"Le L\u00fc","orcid":"https://orcid.org/0000-0002-6799-9416"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Le Lu","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010419481","display_name":"Jieping Ye","orcid":"https://orcid.org/0000-0001-8662-5818"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jieping Ye","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064573190","display_name":"Nenghai Yu","orcid":"https://orcid.org/0000-0003-4417-9316"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nenghai Yu","raw_affiliation_strings":["School of Cyber Science and Technology, the CAS Key Laboratory of Electromagnetic Space Information, and Anhui Province Key Laboratory of Digital Security, University of Science and Technology of China (USTC), Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-4417-9316","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, the CAS Key Laboratory of Electromagnetic Space Information, and Anhui Province Key Laboratory of Digital Security, University of Science and Technology of China (USTC), Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.2996,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.94714807,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"33","issue":null,"first_page":"1683","last_page":"1698"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.4571000039577484,"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"}},"topics":[{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.4571000039577484,"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/adverse-weather","display_name":"Adverse weather","score":0.7332427501678467},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5639364123344421},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5298711061477661},{"id":"https://openalex.org/keywords/weather-forecasting","display_name":"Weather forecasting","score":0.45714643597602844},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4424983859062195},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3445274233818054},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3337799310684204},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.31742626428604126},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1666181981563568},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.16253769397735596},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.13183096051216125}],"concepts":[{"id":"https://openalex.org/C2992147540","wikidata":"https://www.wikidata.org/wiki/Q1277161","display_name":"Adverse weather","level":2,"score":0.7332427501678467},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5639364123344421},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5298711061477661},{"id":"https://openalex.org/C21001229","wikidata":"https://www.wikidata.org/wiki/Q182868","display_name":"Weather forecasting","level":2,"score":0.45714643597602844},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4424983859062195},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3445274233818054},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3337799310684204},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.31742626428604126},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1666181981563568},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.16253769397735596},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.13183096051216125}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2024.3368961","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2024.3368961","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},{"id":"pmid:38416621","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38416621","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.8600000143051147}],"awards":[{"id":"https://openalex.org/G7275365266","display_name":null,"funder_award_id":"62272430","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7380264272","display_name":null,"funder_award_id":"2023z020006","funder_id":"https://openalex.org/F4320326650","funder_display_name":"Anhui Provincial Department of Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326650","display_name":"Anhui Provincial Department of Science and Technology","ror":"https://ror.org/01e70gy59"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":106,"referenced_works":["https://openalex.org/W1821462560","https://openalex.org/W2121396509","https://openalex.org/W2128254161","https://openalex.org/W2131686571","https://openalex.org/W2177195834","https://openalex.org/W2256362396","https://openalex.org/W2467473805","https://openalex.org/W2519481857","https://openalex.org/W2531409750","https://openalex.org/W2739253758","https://openalex.org/W2740982616","https://openalex.org/W2748263833","https://openalex.org/W2750432752","https://openalex.org/W2753548330","https://openalex.org/W2777170053","https://openalex.org/W2788682721","https://openalex.org/W2798876216","https://openalex.org/W2808373772","https://openalex.org/W2812952439","https://openalex.org/W2913360047","https://openalex.org/W2930755307","https://openalex.org/W2950689937","https://openalex.org/W2952787292","https://openalex.org/W2959289524","https://openalex.org/W2962974533","https://openalex.org/W2963031226","https://openalex.org/W2963085671","https://openalex.org/W2963306157","https://openalex.org/W2963800716","https://openalex.org/W2963866045","https://openalex.org/W2967080154","https://openalex.org/W2989393016","https://openalex.org/W2990007814","https://openalex.org/W2992308087","https://openalex.org/W3016355810","https://openalex.org/W3022210053","https://openalex.org/W3034278302","https://openalex.org/W3034938110","https://openalex.org/W3035250394","https://openalex.org/W3035357254","https://openalex.org/W3035713416","https://openalex.org/W3093586124","https://openalex.org/W3103549414","https://openalex.org/W3106546328","https://openalex.org/W3110069174","https://openalex.org/W3131500599","https://openalex.org/W3159236515","https://openalex.org/W3159619744","https://openalex.org/W3168640669","https://openalex.org/W3170697543","https://openalex.org/W3171125843","https://openalex.org/W3173269149","https://openalex.org/W3186033197","https://openalex.org/W3186182384","https://openalex.org/W3194523157","https://openalex.org/W3201952986","https://openalex.org/W3207918547","https://openalex.org/W3215632849","https://openalex.org/W3216551675","https://openalex.org/W4214493665","https://openalex.org/W4214868041","https://openalex.org/W4214926101","https://openalex.org/W4225672218","https://openalex.org/W4226042837","https://openalex.org/W4226058394","https://openalex.org/W4283023197","https://openalex.org/W4286611278","https://openalex.org/W4288348082","https://openalex.org/W4300479382","https://openalex.org/W4312283676","https://openalex.org/W4312373367","https://openalex.org/W4312420092","https://openalex.org/W4312812783","https://openalex.org/W4312880823","https://openalex.org/W4312938066","https://openalex.org/W4313156423","https://openalex.org/W4317496742","https://openalex.org/W4385245566","https://openalex.org/W4386075861","https://openalex.org/W6631190155","https://openalex.org/W6679909955","https://openalex.org/W6697633650","https://openalex.org/W6716109767","https://openalex.org/W6739696289","https://openalex.org/W6755536945","https://openalex.org/W6763111939","https://openalex.org/W6766904570","https://openalex.org/W6766978945","https://openalex.org/W6767211374","https://openalex.org/W6767312599","https://openalex.org/W6767457696","https://openalex.org/W6779823529","https://openalex.org/W6783713337","https://openalex.org/W6790019176","https://openalex.org/W6791353385","https://openalex.org/W6794906783","https://openalex.org/W6797399245","https://openalex.org/W6800139874","https://openalex.org/W6802517928","https://openalex.org/W6803953248","https://openalex.org/W6809885388","https://openalex.org/W6811013733","https://openalex.org/W6811433417","https://openalex.org/W6838461096","https://openalex.org/W6839053282","https://openalex.org/W6840865132"],"related_works":["https://openalex.org/W2958561312","https://openalex.org/W1480156024","https://openalex.org/W3092347950","https://openalex.org/W65938850","https://openalex.org/W275718980","https://openalex.org/W2361731950","https://openalex.org/W2618707070","https://openalex.org/W4223932376","https://openalex.org/W188660134","https://openalex.org/W3174060799"],"abstract_inverted_index":{"Image":[0],"restoration":[1],"under":[2,209],"adverse":[3,45,139,213],"weather":[4,46,140,164,171,214],"conditions":[5],"(e.g.,":[6,68],"rain,":[7],"snow,":[8],"and":[9,93,138,190,211],"haze)":[10],"is":[11],"a":[12,105,124,148,186,195],"fundamental":[13],"computer":[14],"vision":[15],"problem":[16],"that":[17,29,201],"has":[18],"important":[19],"implications":[20],"for":[21,33,78],"various":[22,44,61,210],"downstream":[23],"applications.":[24],"Distinct":[25],"from":[26,134],"early":[27],"methods":[28],"are":[30],"specially":[31],"designed":[32],"specific":[34],"types":[35],"of":[36,119,188],"weather,":[37],"recent":[38],"works":[39],"tend":[40],"to":[41,111,130,155,159,162],"simultaneously":[42],"remove":[43],"effects":[47],"based":[48,86],"on":[49,87],"either":[50],"spatial":[51,89,99,132],"feature":[52,90,100],"representation":[53,91,101],"learning":[54,92],"or":[55],"semantic":[56,94,143],"information":[57,95,144,182],"embedding.":[58],"Inspired":[59],"by":[60,174,185],"successful":[62],"applications":[63],"incorporating":[64],"large-scale":[65,80],"pre-trained":[66,81],"models":[67,82],"CLIP),":[69],"in":[70,83],"this":[71,84,120],"paper,":[72],"we":[73,103,122,146],"explore":[74],"their":[75],"potential":[76],"benefits":[77],"leveraging":[79],"task":[85],"both":[88],"embedding":[96,153],"aspects:":[97],"1)":[98],"learning,":[102],"design":[104],"Spatially":[106],"Adaptive":[107],"Residual":[108,126],"(SAR)":[109],"encoder":[110,178],"adaptively":[112,160],"extract":[113],"degraded":[114],"areas.":[115],"To":[116],"facilitate":[117],"training":[118],"model,":[121],"propose":[123,147],"Soft":[125],"Distillation":[127],"(CLIP-SRD)":[128],"strategy":[129],"transfer":[131],"knowledge":[133],"CLIP":[135,149,176],"between":[136],"clean":[137],"images;":[141],"2)":[142],"embedding,":[145],"Weather":[150],"Prior":[151],"(CWP)":[152],"module":[154,167],"enable":[156],"the":[157,169,175,180],"network":[158],"respond":[161],"different":[163],"conditions.":[165,215],"This":[166],"integrates":[168],"sample-specific":[170],"priors":[172],"extracted":[173],"image":[177],"with":[179],"distribution-specific":[181],"(as":[183],"learned":[184],"set":[187],"parameters)":[189],"embeds":[191],"these":[192],"elements":[193],"using":[194],"cross-attention":[196],"mechanism.":[197],"Extensive":[198],"experiments":[199],"demonstrate":[200],"our":[202],"proposed":[203],"method":[204],"can":[205],"achieve":[206],"state-of-the-art":[207],"performance":[208],"severe":[212],"The":[216],"code":[217],"will":[218],"be":[219],"made":[220],"available.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
