{"id":"https://openalex.org/W3097463671","doi":"https://doi.org/10.1109/tcsvt.2020.3035664","title":"Deep Convolutional-Neural-Network-Based Channel Attention for Single Image Dynamic Scene Blind Deblurring","display_name":"Deep Convolutional-Neural-Network-Based Channel Attention for Single Image Dynamic Scene Blind Deblurring","publication_year":2020,"publication_date":"2020-11-03","ids":{"openalex":"https://openalex.org/W3097463671","doi":"https://doi.org/10.1109/tcsvt.2020.3035664","mag":"3097463671"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2020.3035664","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2020.3035664","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/A5027028174","display_name":"Wan Shengdao","orcid":"https://orcid.org/0000-0003-1137-9901"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shengdao Wan","raw_affiliation_strings":["Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102862472","display_name":"Shu Tang","orcid":"https://orcid.org/0000-0001-7517-7992"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shu Tang","raw_affiliation_strings":["Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037456697","display_name":"Xianzhong Xie","orcid":"https://orcid.org/0000-0002-2986-6356"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianzhong Xie","raw_affiliation_strings":["Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100370031","display_name":"Jia Gu","orcid":"https://orcid.org/0000-0002-0642-3966"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Gu","raw_affiliation_strings":["Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043306807","display_name":"Rong Huang","orcid":"https://orcid.org/0000-0002-6353-7599"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Huang","raw_affiliation_strings":["Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100749734","display_name":"Bin Ma","orcid":"https://orcid.org/0000-0002-9030-7393"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Ma","raw_affiliation_strings":["Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064786908","display_name":"Lei Luo","orcid":"https://orcid.org/0000-0002-7008-4276"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Luo","raw_affiliation_strings":["Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Computer Network and Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5027028174"],"corresponding_institution_ids":["https://openalex.org/I10535382"],"apc_list":null,"apc_paid":null,"fwci":2.0605,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.89336946,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"31","issue":"8","first_page":"2994","last_page":"3009"},"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9965999722480774,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9958000183105469,"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":0.9681629538536072},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8041800260543823},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6984461545944214},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6945463418960571},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.5938788652420044},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5744050145149231},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5434158444404602},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.5256794095039368},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5054233074188232},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.48919013142585754},{"id":"https://openalex.org/keywords/pooling","display_name":"Pooling","score":0.46703335642814636},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4498072862625122},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.41737818717956543},{"id":"https://openalex.org/keywords/pyramid","display_name":"Pyramid (geometry)","score":0.41279804706573486},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.3700891137123108},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3515127897262573},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.2572842240333557},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.18043488264083862},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12446439266204834}],"concepts":[{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.9681629538536072},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8041800260543823},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6984461545944214},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6945463418960571},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.5938788652420044},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5744050145149231},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5434158444404602},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5256794095039368},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5054233074188232},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.48919013142585754},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.46703335642814636},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4498072862625122},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.41737818717956543},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.41279804706573486},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.3700891137123108},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3515127897262573},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2572842240333557},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.18043488264083862},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12446439266204834},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","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":1,"locations":[{"id":"doi:10.1109/tcsvt.2020.3035664","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2020.3035664","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2614931834","display_name":null,"funder_award_id":"61601070","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5841616200","display_name":null,"funder_award_id":"61501074","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":60,"referenced_works":["https://openalex.org/W1457323852","https://openalex.org/W1485009520","https://openalex.org/W1522301498","https://openalex.org/W1598936309","https://openalex.org/W1916935112","https://openalex.org/W1971022774","https://openalex.org/W1979557762","https://openalex.org/W2012723578","https://openalex.org/W2043529138","https://openalex.org/W2062042218","https://openalex.org/W2109255472","https://openalex.org/W2124964692","https://openalex.org/W2132244934","https://openalex.org/W2151109506","https://openalex.org/W2167307343","https://openalex.org/W2294215176","https://openalex.org/W2294970404","https://openalex.org/W2331376995","https://openalex.org/W2364079053","https://openalex.org/W2390551370","https://openalex.org/W2474628748","https://openalex.org/W2520164769","https://openalex.org/W2560533888","https://openalex.org/W2586480386","https://openalex.org/W2738579427","https://openalex.org/W2740494144","https://openalex.org/W2756389006","https://openalex.org/W2780624730","https://openalex.org/W2798735168","https://openalex.org/W2866634454","https://openalex.org/W2885203420","https://openalex.org/W2894012822","https://openalex.org/W2916861236","https://openalex.org/W2920770442","https://openalex.org/W2946987243","https://openalex.org/W2961218591","https://openalex.org/W2963130865","https://openalex.org/W2963257642","https://openalex.org/W2963289201","https://openalex.org/W2963312584","https://openalex.org/W2963494934","https://openalex.org/W2963814095","https://openalex.org/W2963986095","https://openalex.org/W2963996760","https://openalex.org/W2964030969","https://openalex.org/W2964040059","https://openalex.org/W2964046669","https://openalex.org/W2965217508","https://openalex.org/W2987477823","https://openalex.org/W3000775737","https://openalex.org/W3105070560","https://openalex.org/W4210615153","https://openalex.org/W6628877408","https://openalex.org/W6631190155","https://openalex.org/W6653446477","https://openalex.org/W6678856934","https://openalex.org/W6682344109","https://openalex.org/W6726381175","https://openalex.org/W6753074096","https://openalex.org/W6763234502"],"related_works":["https://openalex.org/W2066613488","https://openalex.org/W2031788393","https://openalex.org/W791927757","https://openalex.org/W2022849497","https://openalex.org/W2182590612","https://openalex.org/W3081299480","https://openalex.org/W2407190427","https://openalex.org/W3153582293","https://openalex.org/W2905397092","https://openalex.org/W2919210741"],"abstract_inverted_index":{"The":[0],"success":[1],"of":[2,25,48,90,155],"convolutional":[3],"neural":[4],"network":[5,68,124],"(CNN)":[6],"based":[7],"single":[8,72],"image":[9,73],"dynamic":[10,74],"scene":[11,75],"blind":[12,76],"deblurring":[13,146],"(SIDSBD)":[14],"methods":[15,152],"mainly":[16],"stems":[17],"from":[18,79],"the":[19,23,26,30,46,49,52,56,109,115,130,135,149],"multi-scale/multi-patch":[20],"model":[21],"and":[22,29,55,61,117,134,159],"designs":[24],"encoder-decoder":[27,53],"architecture,":[28],"residual":[31,57],"block":[32,58],"structure,":[33,59],"which":[34,94],"make":[35],"different":[36],"contributions":[37],"to":[38,106],"SIDSBD.":[39],"In":[40],"this":[41],"paper,":[42],"we":[43],"further":[44],"exploit":[45],"advantages":[47],"multi-scale":[50,65,81],"model,":[51],"module,":[54],"respectively,":[60],"propose":[62],"a":[63,95],"novel":[64,96],"channel":[66,100],"attention":[67,101],"(MSCAN)":[69],"for":[70,121],"effective":[71],"deblurring.":[77],"Different":[78],"existing":[80],"models,":[82],"in":[83,93,153],"our":[84,141],"proposed":[85,105],"network,":[86],"each":[87],"scale":[88],"consists":[89],"multiple":[91],"levels,":[92],"spatial":[97],"pyramid":[98],"pooling":[99],"(SPPCA)":[102],"strategy":[103],"is":[104],"adaptively":[107],"rescale":[108],"channel-wise":[110],"features":[111],"by":[112],"using":[113],"both":[114,129,156],"global":[116],"local":[118],"feature":[119],"statistics":[120],"more":[122],"powerful":[123],"representation.":[125],"Extensive":[126],"experiments":[127],"on":[128],"synthetic":[131],"benchmark":[132],"datasets":[133],"real":[136],"blurred":[137],"images":[138],"show":[139],"that":[140],"method":[142],"can":[143],"produce":[144],"better":[145],"results":[147],"than":[148],"state-of-the-art":[150],"SIDSBD":[151],"terms":[154],"qualitative":[157],"evaluation":[158],"quantitative":[160],"metrics.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":5}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
