{"id":"https://openalex.org/W4386824754","doi":"https://doi.org/10.1109/tip.2023.3312912","title":"Broad Spectrum Image Deblurring via an Adaptive Super-Network","display_name":"Broad Spectrum Image Deblurring via an Adaptive Super-Network","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4386824754","doi":"https://doi.org/10.1109/tip.2023.3312912","pmid":"https://pubmed.ncbi.nlm.nih.gov/37721872"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2023.3312912","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2023.3312912","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/A5045372981","display_name":"Qiucheng Wu","orcid":"https://orcid.org/0000-0003-1026-8783"},"institutions":[{"id":"https://openalex.org/I154570441","display_name":"University of California, Santa Barbara","ror":"https://ror.org/02t274463","country_code":"US","type":"education","lineage":["https://openalex.org/I154570441"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qiucheng Wu","raw_affiliation_strings":["Department of Computer Science, University of California at Santa Barbara, Santa Barbara, CA, USA"],"raw_orcid":"https://orcid.org/0000-0003-1026-8783","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California at Santa Barbara, Santa Barbara, CA, USA","institution_ids":["https://openalex.org/I154570441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001404316","display_name":"Yifan Jiang","orcid":"https://orcid.org/0000-0002-7113-305X"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yifan Jiang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX, USA"],"raw_orcid":"https://orcid.org/0000-0002-7113-305X","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082163638","display_name":"Junru Wu","orcid":"https://orcid.org/0000-0003-4443-0873"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Junru Wu","raw_affiliation_strings":["Department of Computer Science and Engineering, Texas A&#x0026;M University, College Station, TX, USA"],"raw_orcid":"https://orcid.org/0000-0003-4443-0873","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Texas A&#x0026;M University, College Station, TX, USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Victor Kulikov","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Victor Kulikov","raw_affiliation_strings":["Picsart AI Research (PAIR), New York, NJ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Picsart AI Research (PAIR), New York, NJ, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038804187","display_name":"Vidit Goel","orcid":"https://orcid.org/0000-0001-8483-6363"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vidit Goel","raw_affiliation_strings":["Picsart AI Research (PAIR), New York, NJ, USA"],"raw_orcid":"https://orcid.org/0000-0001-8483-6363","affiliations":[{"raw_affiliation_string":"Picsart AI Research (PAIR), New York, NJ, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078225605","display_name":"Nikita Orlov","orcid":"https://orcid.org/0000-0003-1589-1275"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nikita Orlov","raw_affiliation_strings":["Picsart AI Research (PAIR), New York, NJ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Picsart AI Research (PAIR), New York, NJ, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002072267","display_name":"Humphrey Shi","orcid":"https://orcid.org/0000-0002-2922-5663"},"institutions":[{"id":"https://openalex.org/I181233156","display_name":"University of Oregon","ror":"https://ror.org/0293rh119","country_code":"US","type":"education","lineage":["https://openalex.org/I181233156"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Humphrey Shi","raw_affiliation_strings":["Department of Computer and Information Science, University of Oregon, Eugene, OR, USA"],"raw_orcid":"https://orcid.org/0000-0002-2922-5663","affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, University of Oregon, Eugene, OR, USA","institution_ids":["https://openalex.org/I181233156"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048522863","display_name":"Zhangyang Wang","orcid":"https://orcid.org/0000-0002-2050-5693"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhangyang Wang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX, USA"],"raw_orcid":"https://orcid.org/0000-0002-2050-5693","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112248869","display_name":"Shiyu Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I154570441","display_name":"University of California, Santa Barbara","ror":"https://ror.org/02t274463","country_code":"US","type":"education","lineage":["https://openalex.org/I154570441"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shiyu Chang","raw_affiliation_strings":["Department of Computer Science, University of California at Santa Barbara, Santa Barbara, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California at Santa Barbara, Santa Barbara, CA, USA","institution_ids":["https://openalex.org/I154570441"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4491,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.64107676,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"32","issue":null,"first_page":"5270","last_page":"5282"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":1.0,"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":1.0,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9973000288009644,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9914000034332275,"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":0.9817714691162109},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7809371948242188},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5981329083442688},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5936518311500549},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5814929604530334},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.5486026406288147},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5484042763710022},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4637018144130707},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.45451992750167847},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.36085301637649536},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14216068387031555}],"concepts":[{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.9817714691162109},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7809371948242188},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5981329083442688},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5936518311500549},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5814929604530334},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.5486026406288147},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5484042763710022},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4637018144130707},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.45451992750167847},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.36085301637649536},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14216068387031555},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2023.3312912","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2023.3312912","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:37721872","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37721872","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":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W159023233","https://openalex.org/W1984859941","https://openalex.org/W2027231794","https://openalex.org/W2032506791","https://openalex.org/W2133665775","https://openalex.org/W2138204001","https://openalex.org/W2166576327","https://openalex.org/W2171500271","https://openalex.org/W2194775991","https://openalex.org/W2560533888","https://openalex.org/W2562731582","https://openalex.org/W2606492274","https://openalex.org/W2738579427","https://openalex.org/W2752037867","https://openalex.org/W2756389006","https://openalex.org/W2798735168","https://openalex.org/W2804167378","https://openalex.org/W2866634454","https://openalex.org/W2884068670","https://openalex.org/W2891432604","https://openalex.org/W2912435603","https://openalex.org/W2944701285","https://openalex.org/W2950014519","https://openalex.org/W2950217418","https://openalex.org/W2954930822","https://openalex.org/W2963312584","https://openalex.org/W2964030969","https://openalex.org/W2964051148","https://openalex.org/W2965217508","https://openalex.org/W2982795046","https://openalex.org/W2988641380","https://openalex.org/W3009313482","https://openalex.org/W3034504121","https://openalex.org/W3034789174","https://openalex.org/W3035484352","https://openalex.org/W3085824656","https://openalex.org/W3101163004","https://openalex.org/W3107405705","https://openalex.org/W3131941118","https://openalex.org/W3170697543","https://openalex.org/W3176096490","https://openalex.org/W3201772641","https://openalex.org/W4225672218","https://openalex.org/W4292829037","https://openalex.org/W4293718192","https://openalex.org/W4307771774","https://openalex.org/W4312812783","https://openalex.org/W4312873952","https://openalex.org/W6658772490","https://openalex.org/W6732520560","https://openalex.org/W6743912273","https://openalex.org/W6745447533","https://openalex.org/W6751666781","https://openalex.org/W6755179280","https://openalex.org/W6758681311","https://openalex.org/W6762100871","https://openalex.org/W6779313456","https://openalex.org/W6790852897","https://openalex.org/W6839782499"],"related_works":["https://openalex.org/W2094238738","https://openalex.org/W3137059050","https://openalex.org/W2008178540","https://openalex.org/W2354226224","https://openalex.org/W2906703443","https://openalex.org/W4313023825","https://openalex.org/W2060018053","https://openalex.org/W3194988670","https://openalex.org/W2013725854","https://openalex.org/W2468652750"],"abstract_inverted_index":{"In":[0,86],"blurry":[1],"images,":[2],"the":[3,30,50,123,130,194],"degree":[4],"of":[5,19,29,45,102,220],"image":[6,141],"blurs":[7,182],"may":[8],"vary":[9],"drastically":[10],"due":[11],"to":[12,38,67,98,127,184],"different":[13,73,144],"factors,":[14],"such":[15,43],"as":[16,25,27,60,62],"varying":[17],"speeds":[18],"shaking":[20],"cameras":[21],"and":[22,80,118,180,193,203],"moving":[23],"objects,":[24],"well":[26,61],"defects":[28],"camera":[31],"lens.":[32],"However,":[33],"current":[34],"end-to-end":[35],"models":[36],"failed":[37],"explicitly":[39],"take":[40],"into":[41],"account":[42],"diversity":[44],"blurs.":[46,110],"This":[47],"unawareness":[48],"compromises":[49],"specialization":[51,117],"at":[52,72,147,229],"each":[53],"blur":[54,74,103,115,120,205],"level,":[55],"yielding":[56],"sub-optimal":[57],"deblurred":[58],"images":[59,216],"redundant":[63],"post-processing.":[64],"Therefore,":[65],"how":[66],"specialize":[68],"one":[69],"model":[70,192,209],"simultaneously":[71],"levels,":[75],"while":[76,164],"still":[77],"ensuring":[78],"coverage":[79],"generalization,":[81],"becomes":[82,196],"an":[83],"emerging":[84],"challenge.":[85],"this":[87],"work,":[88],"we":[89,170],"propose":[90],"Ada-Deblur,":[91],"a":[92,99,134],"super-network":[93,137],"that":[94,153,172],"can":[95],"be":[96],"applied":[97],"\"broad":[100],"spectrum\"":[101],"levels":[104,121],"with":[105,143,201,217],"no":[106],"re-training":[107],"on":[108,214],"novel":[109],"To":[111],"balance":[112],"between":[113,190],"individual":[114],"level":[116],"wide-range":[119],"coverage,":[122],"key":[124],"idea":[125],"is":[126,175,226],"dynamically":[128],"adapt":[129],"network":[131],"architectures":[132],"from":[133],"single":[135],"well-trained":[136],"structure,":[138],"targeting":[139],"flexible":[140],"processing":[142],"deblurring":[145,212],"capacities":[146],"test":[148],"time.":[149],"Extensive":[150],"experiments":[151],"demonstrate":[152],"our":[154,173,191,208],"work":[155],"outperforms":[156],"strong":[157,204],"baselines":[158],"by":[159],"demonstrating":[160],"better":[161],"reconstruction":[162],"accuracy":[163],"incurring":[165],"minimal":[166],"computational":[167],"overhead.":[168],"Besides,":[169],"show":[171],"method":[174],"effective":[176],"for":[177],"both":[178],"synthetic":[179],"realistic":[181],"compared":[183],"these":[185,215],"baselines.":[186],"The":[187],"performance":[188,213],"gap":[189],"state-of-the-art":[195],"more":[197],"prominent":[198],"when":[199],"testing":[200],"unseen":[202],"levels.":[206],"Specifically,":[207],"demonstrates":[210],"surprising":[211],"PSNR":[218],"improvements":[219],"around":[221],"1":[222],"dB.":[223],"Our":[224],"code":[225],"publicly":[227],"available":[228],"https://github.com/wuqiuche/Ada-Deblur.":[230]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
