{"id":"https://openalex.org/W3171979435","doi":"https://doi.org/10.1109/tci.2021.3076886","title":"Beyond Camera Motion Blur Removing: How to Handle Outliers in Deblurring","display_name":"Beyond Camera Motion Blur Removing: How to Handle Outliers in Deblurring","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3171979435","doi":"https://doi.org/10.1109/tci.2021.3076886","mag":"3171979435"},"language":"en","primary_location":{"id":"doi:10.1109/tci.2021.3076886","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tci.2021.3076886","pdf_url":null,"source":{"id":"https://openalex.org/S4210233665","display_name":"IEEE Transactions on Computational Imaging","issn_l":"2333-9403","issn":["2333-9403","2573-0436"],"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 Computational Imaging","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/A5101615824","display_name":"Meng Chang","orcid":"https://orcid.org/0000-0002-9387-9338"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Meng Chang","raw_affiliation_strings":["State Key Laboratory of Modern Optical Instrumentation, Zhejiang University, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-9387-9338","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Modern Optical Instrumentation, Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009233446","display_name":"Chenwei Yang","orcid":"https://orcid.org/0000-0001-7201-7205"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenwei Yang","raw_affiliation_strings":["State Key Laboratory of Modern Optical Instrumentation, Zhejiang University, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0001-7201-7205","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Modern Optical Instrumentation, Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100412576","display_name":"Huajun Feng","orcid":"https://orcid.org/0000-0003-1544-4248"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huajun Feng","raw_affiliation_strings":["State Key Laboratory of Modern Optical Instrumentation, Zhejiang University, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-5606-6637","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Modern Optical Instrumentation, Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100743348","display_name":"Zhihai Xu","orcid":"https://orcid.org/0000-0002-8647-2118"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihai Xu","raw_affiliation_strings":["State Key Laboratory of Modern Optical Instrumentation, Zhejiang University, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-8647-2118","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Modern Optical Instrumentation, Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100350192","display_name":"Qi Li","orcid":"https://orcid.org/0000-0002-1672-6362"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Li","raw_affiliation_strings":["State Key Laboratory of Modern Optical Instrumentation, Zhejiang University, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-1672-6362","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Modern Optical Instrumentation, Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101615824"],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":1.1651,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.80518347,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"7","issue":null,"first_page":"463","last_page":"474"},"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9965000152587891,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9904000163078308,"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":0.9606386423110962},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.8367499113082886},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.8160742521286011},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7060754299163818},{"id":"https://openalex.org/keywords/motion-blur","display_name":"Motion blur","score":0.6647313833236694},{"id":"https://openalex.org/keywords/outlier","display_name":"Outlier","score":0.6018673181533813},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.46980080008506775},{"id":"https://openalex.org/keywords/upsampling","display_name":"Upsampling","score":0.4646133482456207},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.28747981786727905},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.23072761297225952}],"concepts":[{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.9606386423110962},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8367499113082886},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.8160742521286011},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7060754299163818},{"id":"https://openalex.org/C2777708103","wikidata":"https://www.wikidata.org/wiki/Q852589","display_name":"Motion blur","level":3,"score":0.6647313833236694},{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.6018673181533813},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.46980080008506775},{"id":"https://openalex.org/C110384440","wikidata":"https://www.wikidata.org/wiki/Q1143270","display_name":"Upsampling","level":3,"score":0.4646133482456207},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.28747981786727905},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.23072761297225952}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tci.2021.3076886","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tci.2021.3076886","pdf_url":null,"source":{"id":"https://openalex.org/S4210233665","display_name":"IEEE Transactions on Computational Imaging","issn_l":"2333-9403","issn":["2333-9403","2573-0436"],"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 Computational Imaging","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.4399999976158142,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G2424703674","display_name":null,"funder_award_id":"61975175","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W845365781","https://openalex.org/W1598281290","https://openalex.org/W1604428010","https://openalex.org/W1916935112","https://openalex.org/W1994321112","https://openalex.org/W2015015901","https://openalex.org/W2030108224","https://openalex.org/W2034713765","https://openalex.org/W2044945560","https://openalex.org/W2046119925","https://openalex.org/W2047123483","https://openalex.org/W2088691392","https://openalex.org/W2097117768","https://openalex.org/W2098535678","https://openalex.org/W2103559027","https://openalex.org/W2132244934","https://openalex.org/W2135238609","https://openalex.org/W2141115311","https://openalex.org/W2142884912","https://openalex.org/W2147298660","https://openalex.org/W2167307343","https://openalex.org/W2170608748","https://openalex.org/W2331128040","https://openalex.org/W2461759225","https://openalex.org/W2462295304","https://openalex.org/W2465552163","https://openalex.org/W2474628748","https://openalex.org/W2519597608","https://openalex.org/W2560533888","https://openalex.org/W2564023417","https://openalex.org/W2613155248","https://openalex.org/W2777685367","https://openalex.org/W2961218591","https://openalex.org/W2963312584","https://openalex.org/W2964030969","https://openalex.org/W4214815024","https://openalex.org/W4254979477","https://openalex.org/W6681807782"],"related_works":["https://openalex.org/W4224288641","https://openalex.org/W4382450485","https://openalex.org/W2557898294","https://openalex.org/W2031788393","https://openalex.org/W2232201529","https://openalex.org/W2558246008","https://openalex.org/W4293737289","https://openalex.org/W2359633702","https://openalex.org/W2033307681","https://openalex.org/W3153582293"],"abstract_inverted_index":{"Camera":[0],"motion":[1,43,100],"deblurring":[2,62,160],"is":[3,85],"an":[4,50,71],"important":[5],"low-level":[6],"vision":[7],"task":[8],"for":[9],"achieving":[10],"better":[11,159],"imaging":[12],"quality.":[13],"When":[14],"a":[15,37,60,80],"scene":[16],"has":[17,59],"outliers":[18,127],"such":[19],"as":[20],"saturated":[21],"pixels,":[22],"the":[23,89,94,115,138],"captured":[24],"blurred":[25,109],"image":[26],"becomes":[27],"more":[28],"difficult":[29],"to":[30,40,55,87,124],"restore.":[31],"In":[32],"this":[33],"paper,":[34],"we":[35,106],"propose":[36,49],"novel":[38],"method":[39,132,156],"handle":[41],"camera":[42,99],"blur":[44,66],"with":[45,111,126],"outliers.":[46],"We":[47,129],"first":[48],"edge-aware":[51],"scale-recurrent":[52],"network":[53,84,121],"(EASRN)":[54],"conduct":[56],"deblurring.":[57],"EASRN":[58],"separate":[61],"module":[63,73],"that":[64,74,154],"removes":[65],"at":[67],"multiple":[68],"scales":[69],"and":[70,92,101,143,150],"upsampling":[72],"fuses":[75],"different":[76],"input":[77],"scales.":[78],"Then":[79],"salient":[81],"edge":[82],"detection":[83],"proposed":[86,116],"supervise":[88],"training":[90],"process":[91],"constraint":[93],"edges":[95],"restoration.":[96],"By":[97],"simulating":[98],"adding":[102],"various":[103],"light":[104],"sources,":[105],"can":[107,122],"generate":[108],"images":[110],"saturation":[112],"cutoff.":[113],"Using":[114],"data":[117],"generation":[118],"method,":[119],"our":[120,131,155],"learn":[123],"deal":[125],"effectively.":[128],"evaluate":[130],"on":[133],"public":[134],"test":[135],"datasets":[136],"including":[137],"GoPro":[139],"dataset,":[140],"Kohler's":[141],"dataset":[142],"Lai's":[144],"dataset.":[145],"Both":[146],"objective":[147],"evaluation":[148],"indexes":[149],"subjective":[151],"visualization":[152],"show":[153],"results":[157],"in":[158],"quality":[161],"than":[162],"other":[163],"state-of-the-art":[164],"approaches.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}