{"id":"https://openalex.org/W4385299503","doi":"https://doi.org/10.1109/tcsvt.2023.3299324","title":"Frequency-Oriented Efficient Transformer for All-in-One Weather-Degraded Image Restoration","display_name":"Frequency-Oriented Efficient Transformer for All-in-One Weather-Degraded Image Restoration","publication_year":2023,"publication_date":"2023-07-27","ids":{"openalex":"https://openalex.org/W4385299503","doi":"https://doi.org/10.1109/tcsvt.2023.3299324"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2023.3299324","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2023.3299324","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/A5068774365","display_name":"Tao Gao","orcid":"https://orcid.org/0000-0002-5750-7449"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tao Gao","raw_affiliation_strings":["School of Information Engineering, Chang&#x2019;an University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-5750-7449","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Chang&#x2019;an University, Xi&#x2019;an, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087827369","display_name":"Yuanbo Wen","orcid":"https://orcid.org/0000-0001-7599-5645"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuanbo Wen","raw_affiliation_strings":["School of Information Engineering, Chang&#x2019;an University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0001-7599-5645","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Chang&#x2019;an University, Xi&#x2019;an, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103144603","display_name":"Kaihao Zhang","orcid":"https://orcid.org/0000-0002-4317-660X"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Kaihao Zhang","raw_affiliation_strings":["School of Computing, The Australian National University, Canberra, ACT, Australia"],"raw_orcid":"https://orcid.org/0000-0002-4317-660X","affiliations":[{"raw_affiliation_string":"School of Computing, The Australian National University, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100630815","display_name":"Jing Zhang","orcid":"https://orcid.org/0000-0002-8516-0913"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jing Zhang","raw_affiliation_strings":["School of Computing, The Australian National University, Canberra, ACT, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8516-0913","affiliations":[{"raw_affiliation_string":"School of Computing, The Australian National University, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017578300","display_name":"Ting Chen","orcid":"https://orcid.org/0000-0002-8134-6913"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ting Chen","raw_affiliation_strings":["School of Information Engineering, Chang&#x2019;an University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-8134-6913","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Chang&#x2019;an University, Xi&#x2019;an, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039405690","display_name":"Lidong Liu","orcid":"https://orcid.org/0000-0001-8142-2261"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lidong Liu","raw_affiliation_strings":["School of Information Engineering, Chang&#x2019;an University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0001-8142-2261","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Chang&#x2019;an University, Xi&#x2019;an, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004450394","display_name":"Wenhan Luo","orcid":"https://orcid.org/0000-0002-5697-4168"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenhan Luo","raw_affiliation_strings":["School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-5697-4168","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University, Shenzhen, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.2535,"has_fulltext":false,"cited_by_count":88,"citation_normalized_percentile":{"value":0.98689045,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"34","issue":"3","first_page":"1886","last_page":"1899"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9980999827384949,"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":0.9980999827384949,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9973999857902527,"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":0.9962000250816345,"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/computer-science","display_name":"Computer science","score":0.7917026281356812},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5921249985694885},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5420786142349243},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.5106671452522278},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.4979686737060547},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.4594598114490509},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44826751947402954},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34024280309677124},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3374525308609009}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7917026281356812},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5921249985694885},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5420786142349243},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.5106671452522278},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.4979686737060547},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.4594598114490509},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44826751947402954},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34024280309677124},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3374525308609009},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcsvt.2023.3299324","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2023.3299324","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"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-138871","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-138871","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.6600000262260437,"display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G1990737959","display_name":null,"funder_award_id":"62001058","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3078159700","display_name":null,"funder_award_id":"300102211705","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3196644182","display_name":null,"funder_award_id":"U1864204","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5418843175","display_name":null,"funder_award_id":"300102242901","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7635329979","display_name":null,"funder_award_id":"2019YFE0108300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8023445152","display_name":null,"funder_award_id":"52172379","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":107,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2073623229","https://openalex.org/W2102166818","https://openalex.org/W2121396509","https://openalex.org/W2128254161","https://openalex.org/W2132984323","https://openalex.org/W2133665775","https://openalex.org/W2177195834","https://openalex.org/W2209874411","https://openalex.org/W2412782625","https://openalex.org/W2466666260","https://openalex.org/W2467473805","https://openalex.org/W2509784253","https://openalex.org/W2559264300","https://openalex.org/W2740982616","https://openalex.org/W2748263833","https://openalex.org/W2765407302","https://openalex.org/W2779176852","https://openalex.org/W2787091153","https://openalex.org/W2884068670","https://openalex.org/W2912435603","https://openalex.org/W2930755307","https://openalex.org/W2963017889","https://openalex.org/W2963073614","https://openalex.org/W2963085671","https://openalex.org/W2963249268","https://openalex.org/W2963494934","https://openalex.org/W2963751414","https://openalex.org/W2963800716","https://openalex.org/W2963866045","https://openalex.org/W2963928582","https://openalex.org/W2964212750","https://openalex.org/W2964267765","https://openalex.org/W2967584026","https://openalex.org/W2988916019","https://openalex.org/W2989393016","https://openalex.org/W2990007814","https://openalex.org/W2991017102","https://openalex.org/W2995679912","https://openalex.org/W2998249728","https://openalex.org/W3034278302","https://openalex.org/W3034725788","https://openalex.org/W3034972231","https://openalex.org/W3035250394","https://openalex.org/W3035326127","https://openalex.org/W3035345812","https://openalex.org/W3035713416","https://openalex.org/W3036209635","https://openalex.org/W3081108418","https://openalex.org/W3096609285","https://openalex.org/W3103549414","https://openalex.org/W3106758205","https://openalex.org/W3128419980","https://openalex.org/W3137278571","https://openalex.org/W3138516171","https://openalex.org/W3139382121","https://openalex.org/W3158665110","https://openalex.org/W3162784696","https://openalex.org/W3169078099","https://openalex.org/W3170697543","https://openalex.org/W3170841864","https://openalex.org/W3171125843","https://openalex.org/W3173269149","https://openalex.org/W3174690341","https://openalex.org/W3176096490","https://openalex.org/W3177247441","https://openalex.org/W3180034634","https://openalex.org/W3183026600","https://openalex.org/W3186182384","https://openalex.org/W3194523157","https://openalex.org/W3201952986","https://openalex.org/W3203701986","https://openalex.org/W3205038106","https://openalex.org/W3207918547","https://openalex.org/W3215632849","https://openalex.org/W4212843049","https://openalex.org/W4214493665","https://openalex.org/W4214666412","https://openalex.org/W4214759957","https://openalex.org/W4225672218","https://openalex.org/W4226297238","https://openalex.org/W4280574603","https://openalex.org/W4283023197","https://openalex.org/W4285404926","https://openalex.org/W4289752563","https://openalex.org/W4292793997","https://openalex.org/W4292828490","https://openalex.org/W4312373367","https://openalex.org/W4312678820","https://openalex.org/W4312812783","https://openalex.org/W4312820606","https://openalex.org/W4312832682","https://openalex.org/W4312916726","https://openalex.org/W4312950730","https://openalex.org/W4312958254","https://openalex.org/W4313524890","https://openalex.org/W6726497184","https://openalex.org/W6761628794","https://openalex.org/W6776048684","https://openalex.org/W6785710124","https://openalex.org/W6788135285","https://openalex.org/W6795140394","https://openalex.org/W6795146805","https://openalex.org/W6795252178","https://openalex.org/W6796417832","https://openalex.org/W6798016242","https://openalex.org/W6851989549"],"related_works":["https://openalex.org/W4390516098","https://openalex.org/W2382174632","https://openalex.org/W2129959498","https://openalex.org/W2784060934","https://openalex.org/W2181948922","https://openalex.org/W2902714807","https://openalex.org/W4206178588","https://openalex.org/W3094491777","https://openalex.org/W3214715529","https://openalex.org/W4287635093"],"abstract_inverted_index":{"Adverse":[0],"weather":[1],"conditions,":[2],"such":[3,189],"as":[4,190],"rain,":[5],"raindrop,":[6],"snow":[7],"and":[8,21,42,58,123,162,180,192,198],"haze,":[9],"consistently":[10],"degrade":[11],"images":[12,56],"in":[13,25,39,103],"an":[14,44],"unpredictable":[15],"manner,":[16],"thereby":[17],"rendering":[18],"existing":[19,187],"task-specific":[20,116],"task-aligned":[22,161],"methods":[23,164,188],"inadequate":[24],"addressing":[26],"this":[27,31],"formidable":[28],"problem.":[29],"To":[30,126],"end,":[32],"we":[33,61,77,107,134],"investigate":[34],"the":[35,64,90,97,104,128,154,173,177],"application":[36],"of":[37,92,101,130,147,156,182],"Transformer":[38,81,111],"image":[40,93],"restoration":[41],"introduce":[43],"efficient":[45],"frequency-oriented":[46],"method":[47],"called":[48],"AIRFormer,":[49],"which":[50],"is":[51],"designed":[52],"to":[53,72,88],"restore":[54],"weather-degraded":[55],"comprehensively":[57],"holistically.":[59],"Specifically,":[60],"identify":[62],"that":[63,113],"initial":[65],"self-attention":[66,102],"mechanism":[67],"exhibits":[68],"distinctive":[69],"properties":[70],"akin":[71],"a":[73,79,109,136,144],"low-pass":[74],"filter.":[75],"Therefore,":[76],"construct":[78],"frequency-guided":[80],"encoder":[82],"by":[83],"incorporating":[84],"wavelet-based":[85],"prior":[86],"information":[87],"guide":[89],"extraction":[91],"features.":[94],"Additionally,":[95],"considering":[96],"non-specific":[98],"frequency":[99],"characteristics":[100],"later":[105],"stages,":[106],"develop":[108],"frequency-refined":[110],"decoder":[112],"incorporates":[114],"learnable":[115],"queries":[117],"across":[118,165],"spatial":[119],"dimensions,":[120,122],"channel":[121],"wavelet":[124],"domains.":[125],"facilitate":[127],"training":[129],"our":[131,157],"proposed":[132],"method,":[133],"curate":[135],"comprehensive":[137],"benchmark":[138],"dataset":[139,197],"named":[140],"AIR40K":[141],"that,":[142],"encompasses":[143],"wide":[145],"range":[146],"challenging":[148],"scenarios.":[149],"Extensive":[150],"experimental":[151],"evaluations":[152],"demonstrate":[153],"superiority":[155],"AIRFormer":[158,171],"over":[159],"both":[160],"all-in-one":[163],"15":[166],"publicly":[167],"available":[168,203],"datasets.":[169],"Notably,":[170],"achieves":[172],"best":[174],"trade-off":[175],"between":[176],"inference":[178],"time":[179],"quality":[181],"reconstructed":[183],"image,":[184],"comparing":[185],"with":[186],"TransWeather":[191],"Restormer.":[193],"The":[194],"source":[195],"code,":[196],"pre-trained":[199],"models":[200],"will":[201],"be":[202],"at":[204],"https://github.com/chdwyb/AIRFormer.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":21},{"year":2025,"cited_by_count":44},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
