{"id":"https://openalex.org/W4388430459","doi":"https://doi.org/10.1109/tpami.2023.3330416","title":"Image Restoration via Frequency Selection","display_name":"Image Restoration via Frequency Selection","publication_year":2023,"publication_date":"2023-11-06","ids":{"openalex":"https://openalex.org/W4388430459","doi":"https://doi.org/10.1109/tpami.2023.3330416","pmid":"https://pubmed.ncbi.nlm.nih.gov/37930909"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2023.3330416","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2023.3330416","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","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/A5020286040","display_name":"Yuning Cui","orcid":"https://orcid.org/0000-0002-1279-5539"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Yuning Cui","raw_affiliation_strings":["School of Computation, Information and Technology, Technical University of Munich, Munich, Germany","School of Computation, Information and Technology, Technical University of Munich, Garching, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"School of Computation, Information and Technology, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"School of Computation, Information and Technology, Technical University of Munich, Garching, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057999649","display_name":"Wenqi Ren","orcid":"https://orcid.org/0000-0001-5481-653X"},"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":"Wenqi Ren","raw_affiliation_strings":["School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University, Shenzhen, Guangdong, China","School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University, No. 66, Gongchang Road, Guangming District, Shenzhen, Guangdong, P.R.China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University, No. 66, Gongchang Road, Guangming District, Shenzhen, Guangdong, P.R.China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068837264","display_name":"Xiaochun Cao","orcid":"https://orcid.org/0000-0001-7141-708X"},"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":"Xiaochun Cao","raw_affiliation_strings":["School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University, Shenzhen, Guangdong, China","School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University, No. 66, Gongchang Road, Guangming District, Shenzhen, Guangdong, P.R.China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University, No. 66, Gongchang Road, Guangming District, Shenzhen, Guangdong, P.R.China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063781430","display_name":"Alois Knoll","orcid":"https://orcid.org/0000-0003-4840-076X"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alois Knoll","raw_affiliation_strings":["School of Computation, Information and Technology, Technical University of Munich, Munich, Germany","School of Computation, Information and Technology, Technical University of Munich, Garching, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"School of Computation, Information and Technology, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"School of Computation, Information and Technology, Technical University of Munich, Garching, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5020286040"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":21.2677,"has_fulltext":false,"cited_by_count":178,"citation_normalized_percentile":{"value":0.99677647,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"46","issue":"2","first_page":"1093","last_page":"1108"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9998999834060669,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9998999834060669,"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":0.9994000196456909,"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":0.9991000294685364,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/deblurring","display_name":"Deblurring","score":0.8777143955230713},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7430713176727295},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7124762535095215},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.7048795819282532},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4966803193092346},{"id":"https://openalex.org/keywords/frequency-domain","display_name":"Frequency domain","score":0.4928272068500519},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.46876853704452515},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3834909200668335},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.3668998181819916}],"concepts":[{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.8777143955230713},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7430713176727295},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7124762535095215},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.7048795819282532},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4966803193092346},{"id":"https://openalex.org/C19118579","wikidata":"https://www.wikidata.org/wiki/Q786423","display_name":"Frequency domain","level":2,"score":0.4928272068500519},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.46876853704452515},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3834909200668335},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3668998181819916}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tpami.2023.3330416","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2023.3330416","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:37930909","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37930909","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 pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:mediatum.ub.tum.de:node/1725345","is_oa":false,"landing_page_url":"https://mediatum.ub.tum.de/1725345","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"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":[{"score":0.550000011920929,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G3661155299","display_name":null,"funder_award_id":"62322216","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4414281452","display_name":null,"funder_award_id":"62025604","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6615738350","display_name":null,"funder_award_id":"62172409","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":107,"referenced_works":["https://openalex.org/W1583101659","https://openalex.org/W1901129140","https://openalex.org/W2018332268","https://openalex.org/W2027231794","https://openalex.org/W2063971703","https://openalex.org/W2108598243","https://openalex.org/W2121927366","https://openalex.org/W2128254161","https://openalex.org/W2171519386","https://openalex.org/W2206123561","https://openalex.org/W2256362396","https://openalex.org/W2466666260","https://openalex.org/W2508457857","https://openalex.org/W2509784253","https://openalex.org/W2519481857","https://openalex.org/W2559264300","https://openalex.org/W2560533888","https://openalex.org/W2740982616","https://openalex.org/W2746139371","https://openalex.org/W2748263833","https://openalex.org/W2767829160","https://openalex.org/W2779176852","https://openalex.org/W2884068670","https://openalex.org/W2894289548","https://openalex.org/W2912435603","https://openalex.org/W2922509574","https://openalex.org/W2930755307","https://openalex.org/W2952809536","https://openalex.org/W2962754725","https://openalex.org/W2962935103","https://openalex.org/W2963017889","https://openalex.org/W2963074253","https://openalex.org/W2963494934","https://openalex.org/W2963928582","https://openalex.org/W2964030969","https://openalex.org/W2964212750","https://openalex.org/W2965217508","https://openalex.org/W2970360808","https://openalex.org/W2970530557","https://openalex.org/W2980047233","https://openalex.org/W2988396473","https://openalex.org/W2988641380","https://openalex.org/W2990007814","https://openalex.org/W2998249728","https://openalex.org/W3014483994","https://openalex.org/W3015557838","https://openalex.org/W3028045870","https://openalex.org/W3034278302","https://openalex.org/W3034347085","https://openalex.org/W3034789174","https://openalex.org/W3035326127","https://openalex.org/W3035484352","https://openalex.org/W3035601380","https://openalex.org/W3035631962","https://openalex.org/W3035713416","https://openalex.org/W3085824656","https://openalex.org/W3093348923","https://openalex.org/W3103549414","https://openalex.org/W3104533206","https://openalex.org/W3109494165","https://openalex.org/W3133888906","https://openalex.org/W3138516171","https://openalex.org/W3166727904","https://openalex.org/W3170697543","https://openalex.org/W3171125843","https://openalex.org/W3173269149","https://openalex.org/W3174300208","https://openalex.org/W3174970555","https://openalex.org/W3176096490","https://openalex.org/W3192778027","https://openalex.org/W3201952986","https://openalex.org/W3202040256","https://openalex.org/W3202362072","https://openalex.org/W3206886340","https://openalex.org/W3207516177","https://openalex.org/W3207918547","https://openalex.org/W4214947578","https://openalex.org/W4225672218","https://openalex.org/W4226018107","https://openalex.org/W4226453196","https://openalex.org/W4229862590","https://openalex.org/W4312432424","https://openalex.org/W4312556940","https://openalex.org/W4312617404","https://openalex.org/W4312678820","https://openalex.org/W4312812783","https://openalex.org/W4312914040","https://openalex.org/W4312938066","https://openalex.org/W4322717237","https://openalex.org/W4327808545","https://openalex.org/W4382457391","https://openalex.org/W4385767446","https://openalex.org/W4386076603","https://openalex.org/W4386160491","https://openalex.org/W4386759882","https://openalex.org/W6726497184","https://openalex.org/W6739901393","https://openalex.org/W6752237900","https://openalex.org/W6757585730","https://openalex.org/W6758681311","https://openalex.org/W6811043537","https://openalex.org/W6839818334","https://openalex.org/W6849806677","https://openalex.org/W6850343407","https://openalex.org/W6860456165","https://openalex.org/W6987037084","https://openalex.org/W7066912073"],"related_works":["https://openalex.org/W2066613488","https://openalex.org/W2031788393","https://openalex.org/W791927757","https://openalex.org/W2182590612","https://openalex.org/W3153582293","https://openalex.org/W2905397092","https://openalex.org/W2269775642","https://openalex.org/W3080537281","https://openalex.org/W2289746762","https://openalex.org/W2139384960"],"abstract_inverted_index":{"Image":[0],"restoration":[1,181],"aims":[2],"to":[3,53,65,72,84,106,120,144],"reconstruct":[4],"the":[5,20,29,34,67,97,122,134,154,161],"latent":[6],"sharp":[7],"image":[8,41,180,187,189,192,194,197],"from":[9],"its":[10],"corrupted":[11],"counterpart.":[12],"Besides":[13],"dealing":[14],"with":[15],"this":[16,75],"long-standing":[17],"task":[18],"in":[19,28],"spatial":[21],"domain,":[22],"a":[23,79,140,158],"few":[24],"approaches":[25],"seek":[26],"solutions":[27],"frequency":[30,58,70,89],"domain":[31],"by":[32],"considering":[33],"large":[35],"discrepancy":[36],"between":[37],"spectra":[38],"of":[39,136],"sharp/degraded":[40],"pairs.":[42],"However,":[43],"these":[44],"algorithms":[45,171],"commonly":[46],"utilize":[47],"transformation":[48],"tools,":[49],"e.g.,":[50],"wavelet":[51],"transform,":[52],"split":[54],"features":[55,86],"into":[56,87,139,157],"several":[57],"parts,":[59],"which":[60],"is":[61],"not":[62],"flexible":[63],"enough":[64],"select":[66],"most":[68],"informative":[69],"component":[71],"recover.":[73],"In":[74,104],"paper,":[76],"we":[77,111,132],"exploit":[78],"multi-branch":[80],"and":[81,92,94,117,127,149,196],"content-aware":[82],"module":[83,119],"decompose":[85],"separate":[88],"subbands":[90],"dynamically":[91],"locally,":[93],"then":[95],"accentuate":[96],"useful":[98],"ones":[99],"via":[100,125],"channel-wise":[101],"attention":[102],"weights.":[103],"addition,":[105],"handle":[107],"large-scale":[108],"degradation":[109],"blurs,":[110],"propose":[112],"an":[113],"extremely":[114],"simple":[115],"decoupling":[116],"modulation":[118],"enlarge":[121],"receptive":[123,147],"field":[124],"global":[126],"window-based":[128],"average":[129],"pooling.":[130],"Furthermore,":[131],"merge":[133],"paradigm":[135],"multi-stage":[137],"networks":[138],"single":[141],"U-shaped":[142],"network":[143],"pursue":[145],"multi-scale":[146],"fields":[148],"improve":[150],"efficiency.":[151],"Finally,":[152],"integrating":[153],"above":[155],"designs":[156],"convolutional":[159],"backbone,":[160],"proposed":[162],"Frequency":[163],"Selection":[164],"Network":[165],"(FSNet)":[166],"performs":[167],"favorably":[168],"against":[169],"state-of-the-art":[170],"on":[172],"20":[173],"different":[174],"benchmark":[175],"datasets":[176],"for":[177],"6":[178],"representative":[179],"tasks,":[182],"including":[183],"single-image":[184],"defocus":[185],"deblurring,":[186,191],"dehazing,":[188],"motion":[190],"desnowing,":[193],"deraining,":[195],"denoising.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":27},{"year":2025,"cited_by_count":110},{"year":2024,"cited_by_count":40},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}