{"id":"https://openalex.org/W4402473695","doi":"https://doi.org/10.1109/tpami.2024.3458974","title":"Weakly-Supervised Depth Estimation and Image Deblurring via Dual-Pixel Sensors","display_name":"Weakly-Supervised Depth Estimation and Image Deblurring via Dual-Pixel Sensors","publication_year":2024,"publication_date":"2024-09-12","ids":{"openalex":"https://openalex.org/W4402473695","doi":"https://doi.org/10.1109/tpami.2024.3458974","pmid":"https://pubmed.ncbi.nlm.nih.gov/39264791"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2024.3458974","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2024.3458974","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/A5064162540","display_name":"Liyuan Pan","orcid":"https://orcid.org/0000-0002-9025-173X"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liyuan Pan","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","School of Computer Science and Technology, Beijing Institute of Technology, China"],"raw_orcid":"https://orcid.org/0000-0002-9025-173X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020216442","display_name":"Richard Hartley","orcid":"https://orcid.org/0000-0002-5005-0191"},"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":"Richard Hartley","raw_affiliation_strings":["School of Computing, Australian National University, Canberra, ACT, Australia","School of Computing, Australian National University, Canberra, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5005-0191","affiliations":[{"raw_affiliation_string":"School of Computing, Australian National University, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I118347636"]},{"raw_affiliation_string":"School of Computing, Australian National University, Canberra, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100324261","display_name":"Liu Liu","orcid":"https://orcid.org/0000-0002-0275-5701"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liu Liu","raw_affiliation_strings":["KooMap Department, Huawei, Beijing, China","KooMap Dept., Huawei, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KooMap Department, Huawei, Beijing, China","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":"KooMap Dept., Huawei, Beijing, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101621950","display_name":"Zhiwei Xu","orcid":"https://orcid.org/0000-0001-8283-6095"},"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":"Zhiwei Xu","raw_affiliation_strings":["School of Computing, Australian National University, Canberra, ACT, Australia","School of Computing, Australian National University, Canberra, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Australian National University, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I118347636"]},{"raw_affiliation_string":"School of Computing, Australian National University, Canberra, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083657634","display_name":"S. A. H. Chowdhury","orcid":"https://orcid.org/0000-0003-2597-156X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shah Chowdhury","raw_affiliation_strings":["Rajshahi University of Engineering &amp; Technology, Rajshahi, Bangladesh","Rajshahi University of Engineering &amp; Technology, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0003-2597-156X","affiliations":[{"raw_affiliation_string":"Rajshahi University of Engineering &amp; Technology, Rajshahi, Bangladesh","institution_ids":[]},{"raw_affiliation_string":"Rajshahi University of Engineering &amp; Technology, Bangladesh","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073265844","display_name":"Yan Yang","orcid":"https://orcid.org/0000-0002-3306-3863"},"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":"Yan Yang","raw_affiliation_strings":["Biological Data Science Institute, Australian National University, Canberra, ACT, Australia","Biological Data Science Institute, Australian National University. Hongguang Zhang is with Systems Engineering Institute, AMS, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biological Data Science Institute, Australian National University, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I118347636"]},{"raw_affiliation_string":"Biological Data Science Institute, Australian National University. Hongguang Zhang is with Systems Engineering Institute, AMS, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100626779","display_name":"Hongguang Zhang","orcid":"https://orcid.org/0000-0003-0734-0078"},"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":"Hongguang Zhang","raw_affiliation_strings":["Systems Engineering Institute, AMS, Shanghai, China","School of Computing, Australian National University, Canberra, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Systems Engineering Institute, AMS, Shanghai, China","institution_ids":[]},{"raw_affiliation_string":"School of Computing, Australian National University, Canberra, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101819061","display_name":"Hongdong Li","orcid":"https://orcid.org/0000-0003-4125-1554"},"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":"Hongdong Li","raw_affiliation_strings":["School of Computing, Australian National University, Canberra, ACT, Australia","School of Computing, Australian National University, Canberra, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4125-1554","affiliations":[{"raw_affiliation_string":"School of Computing, Australian National University, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I118347636"]},{"raw_affiliation_string":"School of Computing, Australian National University, Canberra, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100379983","display_name":"Miaomiao Liu","orcid":"https://orcid.org/0000-0001-6485-3510"},"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":"Miaomiao Liu","raw_affiliation_strings":["School of Computing, Australian National University, Canberra, ACT, Australia","School of Computing, Australian National University, Canberra, Australia"],"raw_orcid":"https://orcid.org/0000-0001-6485-3510","affiliations":[{"raw_affiliation_string":"School of Computing, Australian National University, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I118347636"]},{"raw_affiliation_string":"School of Computing, Australian National University, Canberra, Australia","institution_ids":["https://openalex.org/I118347636"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4087,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.60057758,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"46","issue":"12","first_page":"11314","last_page":"11330"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9947999715805054,"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":0.9947999715805054,"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":0.9936000108718872,"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"}},{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9837999939918518,"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/deblurring","display_name":"Deblurring","score":0.8514098525047302},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7925498485565186},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6763351559638977},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.6076456308364868},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5826489925384521},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5010740756988525},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4477500915527344},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.43076765537261963},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.42191487550735474}],"concepts":[{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.8514098525047302},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7925498485565186},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6763351559638977},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.6076456308364868},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5826489925384521},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5010740756988525},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4477500915527344},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.43076765537261963},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.42191487550735474}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tpami.2024.3458974","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2024.3458974","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:39264791","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39264791","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:openresearch-repository.anu.edu.au:1885/733752181","is_oa":false,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85204214433&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306402539","display_name":"ANU Open Research (Australian National University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I118347636","host_organization_name":"Australian National University","host_organization_lineage":["https://openalex.org/I118347636"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"Journal article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2465742061","display_name":null,"funder_award_id":"DE180100628","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3983428133","display_name":null,"funder_award_id":"DP200102274","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5393456431","display_name":null,"funder_award_id":"DP190102261","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7012424163","display_name":null,"funder_award_id":"62302045","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7905619477","display_name":null,"funder_award_id":"DP220100800","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/F4320327514","display_name":"Beijing Institute of Technology Research Fund Program for Young Scholars","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W125693051","https://openalex.org/W1536680647","https://openalex.org/W1803059841","https://openalex.org/W1923779427","https://openalex.org/W1986489799","https://openalex.org/W2008990620","https://openalex.org/W2033819227","https://openalex.org/W2046155154","https://openalex.org/W2110917409","https://openalex.org/W2117539524","https://openalex.org/W2119588908","https://openalex.org/W2143425433","https://openalex.org/W2143496191","https://openalex.org/W2197689898","https://openalex.org/W2208592848","https://openalex.org/W2259424905","https://openalex.org/W2605737038","https://openalex.org/W2767829160","https://openalex.org/W2776097932","https://openalex.org/W2808434111","https://openalex.org/W2934279571","https://openalex.org/W2954740582","https://openalex.org/W2955058313","https://openalex.org/W2962785568","https://openalex.org/W2963175651","https://openalex.org/W2963266652","https://openalex.org/W2963488291","https://openalex.org/W2963872790","https://openalex.org/W2965217508","https://openalex.org/W2968164956","https://openalex.org/W2969717429","https://openalex.org/W2979443781","https://openalex.org/W2981612893","https://openalex.org/W2982809261","https://openalex.org/W2985775862","https://openalex.org/W3032997361","https://openalex.org/W3034514115","https://openalex.org/W3034582814","https://openalex.org/W3034901835","https://openalex.org/W3108103523","https://openalex.org/W3109494165","https://openalex.org/W3110381689","https://openalex.org/W3174458495","https://openalex.org/W3174970555","https://openalex.org/W3177322621","https://openalex.org/W3177732058","https://openalex.org/W3192778027","https://openalex.org/W3203100337","https://openalex.org/W3204896399","https://openalex.org/W4224918811","https://openalex.org/W4229862590","https://openalex.org/W4247043502","https://openalex.org/W4386075776","https://openalex.org/W4386076181","https://openalex.org/W4390874370","https://openalex.org/W4402781204","https://openalex.org/W6631190155","https://openalex.org/W6635810480","https://openalex.org/W6637373629","https://openalex.org/W6638039622","https://openalex.org/W6766261854","https://openalex.org/W6784085021","https://openalex.org/W6804270185"],"related_works":["https://openalex.org/W2031788393","https://openalex.org/W791927757","https://openalex.org/W2182590612","https://openalex.org/W2905397092","https://openalex.org/W3153582293","https://openalex.org/W2269775642","https://openalex.org/W3080537281","https://openalex.org/W2289746762","https://openalex.org/W2139384960","https://openalex.org/W2594717635"],"abstract_inverted_index":{"Dual-pixel":[0],"(DP)":[1],"imaging":[2],"sensors":[3],"are":[4],"getting":[5],"more":[6],"popularly":[7],"adopted":[8],"by":[9,24,39,129],"modern":[10],"cameras.":[11],"A":[12],"DP":[13,42,70,102,122,170,182],"camera":[14],"captures":[15],"a":[16,21,93,120,158,238,243],"pair":[17,43,171],"of":[18,75,100,180,189,270],"images":[19,220],"in":[20,28,54,69,157,228],"single":[22],"snapshot":[23],"splitting":[25],"each":[26],"pixel":[27],"half.":[29],"Several":[30],"previous":[31,139],"studies":[32],"show":[33],"how":[34],"to":[35,136,248,265,275],"recover":[36],"depth":[37,76,90,109,127,152,166,177,210,226],"information":[38],"treating":[40],"the":[41,73,85,89,98,101,106,115,130,155,163,169,176,181,190,250,267],"as":[44,92],"an":[45,141,187,201,234],"approximate":[46],"stereo":[47,64],"pair.":[48],"However,":[49,161],"dual-pixel":[50],"disparity":[51,239,251],"occurs":[52],"only":[53],"image":[55,156,236,254],"regions":[56],"with":[57],"defocus":[58,67],"blur":[59,68,86,107,116],"which":[60,104,149,199],"is":[61,172],"unlike":[62],"classic":[63],"disparity.":[65],"Heavy":[66],"pairs":[71],"affects":[72],"performance":[74,269],"estimation":[77,91,128,178,227,252],"approaches":[78],"based":[79],"on":[80,260],"matching.":[81],"Therefore,":[82,184],"we":[83,185,217],"treat":[84],"removal":[87],"and":[88,108,146,153,174,196,237,245,253,262],"joint":[94],"problem.":[95],"We":[96,118,231,256],"investigate":[97],"formation":[99],"pair,":[103],"links":[105],"information,":[110],"rather":[111],"than":[112],"blindly":[113],"removing":[114],"effect.":[117],"propose":[119,137,186],"mathematical":[121],"model":[123],"that":[124,205],"can":[125],"improve":[126],"blur.":[131],"This":[132],"exploration":[133],"motivated":[134],"us":[135],"our":[138,229,271],"work,":[140],"end-to-end":[142],"DDDNet":[143],"(DP-based":[144],"Depth":[145,195],"Deblur":[147,197],"Network),":[148,198],"jointly":[150,232],"estimates":[151],"restores":[154],"supervised":[159,278],"fashion.":[160],"collecting":[162],"ground-truth":[164],"(GT)":[165],"map":[167],"for":[168,212,224],"challenging":[173],"limits":[175],"potential":[179],"sensor.":[183],"extension":[188],"DDDNet,":[191],"called":[192],"WDDNet":[193],"(Weakly-supervised":[194],"includes":[200],"efficient":[202],"reblur":[203],"solver":[204],"does":[206],"not":[207],"require":[208],"GT":[209],"maps":[211],"training.":[213],"To":[214],"achieve":[215],"this,":[216],"convert":[218],"all-in-focus":[219,235],"into":[221],"supervisory":[222],"signals":[223],"unsupervised":[225],"WDDNet.":[230],"estimate":[233],"map,":[240],"then":[241],"use":[242],"Reblur":[244],"Fstack":[246],"module":[247],"regularize":[249],"restoration.":[255],"conducted":[257],"extensive":[258],"experiments":[259],"synthetic":[261],"real":[263],"data":[264],"demonstrate":[266],"competitive":[268],"method":[272],"when":[273],"compared":[274],"state-of-the-art":[276],"(SOTA)":[277],"approaches.":[279]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
