{"id":"https://openalex.org/W3005472924","doi":"https://doi.org/10.1145/3377713.3377741","title":"Motion Deblur of QR Code Based on Generative Adversative Network","display_name":"Motion Deblur of QR Code Based on Generative Adversative Network","publication_year":2019,"publication_date":"2019-12-20","ids":{"openalex":"https://openalex.org/W3005472924","doi":"https://doi.org/10.1145/3377713.3377741","mag":"3005472924"},"language":"en","primary_location":{"id":"doi:10.1145/3377713.3377741","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3377713.3377741","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 2nd International Conference on Algorithms, Computing and Artificial Intelligence","raw_type":"proceedings-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/A5053056359","display_name":"Benzhi Wang","orcid":"https://orcid.org/0000-0002-1091-0265"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Benzhi Wang","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun Jilin China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun Jilin China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004102693","display_name":"Jingben Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]},{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingben Xu","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun Jilin China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun Jilin China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005027702","display_name":"Junke Zhang","orcid":"https://orcid.org/0000-0002-2627-5083"},"institutions":[{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]},{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junke Zhang","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun Jilin China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun Jilin China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101670417","display_name":"Guan\u2010Cheng Li","orcid":"https://orcid.org/0009-0007-9419-9469"},"institutions":[{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]},{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guancheng Li","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun Jilin China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun Jilin China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100327844","display_name":"Xin Wang","orcid":"https://orcid.org/0000-0001-8639-3818"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Wang","raw_affiliation_strings":["College of Computer Science and Technology Jilin University, Changchun, China and Key Laboratory of Symbolic Computation and Knowledge Engineer of Ministry of Education, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology Jilin University, Changchun, China and Key Laboratory of Symbolic Computation and Knowledge Engineer of Ministry of Education, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I194450716"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5053056359"],"corresponding_institution_ids":["https://openalex.org/I194450716","https://openalex.org/I4210134929"],"apc_list":null,"apc_paid":null,"fwci":0.1012,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.47701425,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"166","last_page":"170"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing 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"}},"topics":[{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing 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/T12357","display_name":"Digital Media Forensic Detection","score":0.9993000030517578,"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":0.9950000047683716,"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":0.9298148155212402},{"id":"https://openalex.org/keywords/motion-blur","display_name":"Motion blur","score":0.7054280638694763},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6246663331985474},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6168708801269531},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6113375425338745},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5922620296478271},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5120999813079834},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.4630451798439026},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3743872046470642},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.2945472002029419},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2543686032295227}],"concepts":[{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.9298148155212402},{"id":"https://openalex.org/C2777708103","wikidata":"https://www.wikidata.org/wiki/Q852589","display_name":"Motion blur","level":3,"score":0.7054280638694763},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6246663331985474},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6168708801269531},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6113375425338745},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5922620296478271},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5120999813079834},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.4630451798439026},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3743872046470642},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2945472002029419},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2543686032295227},{"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/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3377713.3377741","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3377713.3377741","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 2nd International Conference on Algorithms, Computing and Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","score":0.6399999856948853,"id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1982084068","https://openalex.org/W2082242268","https://openalex.org/W2162383302","https://openalex.org/W2331128040","https://openalex.org/W2564023417","https://openalex.org/W2617128058","https://openalex.org/W2919115771","https://openalex.org/W2963163163","https://openalex.org/W3151922143","https://openalex.org/W4249142012"],"related_works":["https://openalex.org/W4224288641","https://openalex.org/W4382450485","https://openalex.org/W2557898294","https://openalex.org/W2232201529","https://openalex.org/W2089488370","https://openalex.org/W2004616103","https://openalex.org/W2033307681","https://openalex.org/W3153582293","https://openalex.org/W2965566740","https://openalex.org/W1977427710"],"abstract_inverted_index":{"Aiming":[0],"at":[1],"the":[2,5,20,27,31,41,53,60,68,78,81,86,90,95,101,105,110,114,122,126],"problem":[3],"that":[4,100,121],"QR":[6,28,47,131],"codes":[7,29,48],"cannot":[8],"be":[9],"recognized":[10],"due":[11],"to":[12,45,109],"factors":[13],"such":[14],"as":[15],"motion":[16,49,69],"blur":[17,63,127],"caused":[18],"by":[19,104],"hand":[21],"tremor":[22],"and":[23,93,128],"environmental":[24],"noise":[25],"in":[26],"of":[30,62,80,89,113],"packaged":[32],"product,":[33],"this":[34,57],"paper":[35],"proposes":[36],"an":[37],"algorithm":[38],"based":[39],"on":[40,77],"Generative":[42],"Adversative":[43],"Network":[44],"remove":[46,125],"blur.":[50],"Compared":[51],"with":[52,133],"traditional":[54,82],"deblurring":[55],"algorithm,":[56],"method":[58],"eliminates":[59],"process":[61],"kernel":[64],"estimation,":[65],"directly":[66],"restores":[67],"blurred":[70],"image.":[71,117],"Gradient":[72],"L1":[73],"regularization":[74],"is":[75,107],"added":[76],"basis":[79],"GAN,":[83],"which":[84],"enhances":[85],"edge":[87],"features":[88],"restored":[91],"image":[92,102],"adds":[94],"perceptual":[96],"loss":[97],"term,":[98],"so":[99],"generated":[103],"generator":[106,123],"closer":[108],"global":[111],"structure":[112],"target":[115],"clear":[116],"The":[118],"results":[119],"show":[120],"can":[124],"generate":[129],"a":[130],"code":[132],"high":[134],"recognition":[135],"rate.":[136]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}