{"id":"https://openalex.org/W3161943794","doi":"https://doi.org/10.3390/s21103317","title":"RRG-GAN Restoring Network for Simple Lens Imaging System","display_name":"RRG-GAN Restoring Network for Simple Lens Imaging System","publication_year":2021,"publication_date":"2021-05-11","ids":{"openalex":"https://openalex.org/W3161943794","doi":"https://doi.org/10.3390/s21103317","mag":"3161943794","pmid":"https://pubmed.ncbi.nlm.nih.gov/34064779"},"language":"en","primary_location":{"id":"doi:10.3390/s21103317","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21103317","pdf_url":"https://www.mdpi.com/1424-8220/21/10/3317/pdf?version=1620729184","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/21/10/3317/pdf?version=1620729184","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101749840","display_name":"Xiaotian Wu","orcid":"https://orcid.org/0000-0002-4940-5645"},"institutions":[{"id":"https://openalex.org/I106645853","display_name":"Changchun University of Science and Technology","ror":"https://ror.org/007mntk44","country_code":"CN","type":"education","lineage":["https://openalex.org/I106645853"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210088164","display_name":"Changchun Institute of Optics, Fine Mechanics and Physics","ror":"https://ror.org/012rct222","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaotian Wu","raw_affiliation_strings":["Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","College of Opto-Electronic Engineering, Changchun University of Science and Technology, Changchun 130022, China"],"raw_orcid":"https://orcid.org/0000-0002-4940-5645","affiliations":[{"raw_affiliation_string":"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]},{"raw_affiliation_string":"College of Opto-Electronic Engineering, Changchun University of Science and Technology, Changchun 130022, China","institution_ids":["https://openalex.org/I106645853"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014347513","display_name":"Jiongcheng Li","orcid":"https://orcid.org/0000-0002-0582-0505"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiongcheng Li","raw_affiliation_strings":["School of Informatics, Xiamen University, Xiamen 361005, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics, Xiamen University, Xiamen 361005, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021048729","display_name":"Guanxing Zhou","orcid":"https://orcid.org/0000-0002-6704-584X"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanxing Zhou","raw_affiliation_strings":["School of Informatics, Xiamen University, Xiamen 361005, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics, Xiamen University, Xiamen 361005, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102765660","display_name":"Bo L\u00fc","orcid":"https://orcid.org/0000-0003-0888-5504"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210088164","display_name":"Changchun Institute of Optics, Fine Mechanics and Physics","ror":"https://ror.org/012rct222","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo L\u00fc","raw_affiliation_strings":["Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100411157","display_name":"Qingqing Li","orcid":"https://orcid.org/0000-0001-5130-9049"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210088164","display_name":"Changchun Institute of Optics, Fine Mechanics and Physics","ror":"https://ror.org/012rct222","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingqing Li","raw_affiliation_strings":["Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China"],"raw_orcid":"https://orcid.org/0000-0001-5130-9049","affiliations":[{"raw_affiliation_string":"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088740924","display_name":"Hang Yang","orcid":"https://orcid.org/0000-0001-6027-1337"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210088164","display_name":"Changchun Institute of Optics, Fine Mechanics and Physics","ror":"https://ror.org/012rct222","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hang Yang","raw_affiliation_strings":["Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China"],"raw_orcid":"https://orcid.org/0000-0001-6027-1337","affiliations":[{"raw_affiliation_string":"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5088740924"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210088164"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":0.2722,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.50517466,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"21","issue":"10","first_page":"3317","last_page":"3317"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","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"}},"topics":[{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","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/T10531","display_name":"Advanced Vision and Imaging","score":0.9990000128746033,"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":0.9987999796867371,"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/computer-science","display_name":"Computer science","score":0.7448689937591553},{"id":"https://openalex.org/keywords/deblurring","display_name":"Deblurring","score":0.7371952533721924},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.6668504476547241},{"id":"https://openalex.org/keywords/lens","display_name":"Lens (geology)","score":0.6448812484741211},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6169468760490417},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.6007973551750183},{"id":"https://openalex.org/keywords/computational-photography","display_name":"Computational photography","score":0.527768611907959},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.526020348072052},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4931187331676483},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.46641549468040466},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4474136233329773},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4378732740879059},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.410372257232666},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.39440321922302246},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3562697172164917},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.2633499205112457},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.2515117824077606},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1138116717338562}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7448689937591553},{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.7371952533721924},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6668504476547241},{"id":"https://openalex.org/C15336307","wikidata":"https://www.wikidata.org/wiki/Q1766051","display_name":"Lens (geology)","level":2,"score":0.6448812484741211},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6169468760490417},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.6007973551750183},{"id":"https://openalex.org/C146044194","wikidata":"https://www.wikidata.org/wiki/Q5157334","display_name":"Computational photography","level":4,"score":0.527768611907959},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.526020348072052},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4931187331676483},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.46641549468040466},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4474136233329773},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4378732740879059},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.410372257232666},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.39440321922302246},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3562697172164917},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2633499205112457},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.2515117824077606},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1138116717338562},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s21103317","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21103317","pdf_url":"https://www.mdpi.com/1424-8220/21/10/3317/pdf?version=1620729184","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:34064779","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34064779","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:9a0b025068304214aed24fc1cffc7f28","is_oa":true,"landing_page_url":"https://doaj.org/article/9a0b025068304214aed24fc1cffc7f28","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 21, Iss 10, p 3317 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/21/10/3317/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s21103317","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 21; Issue 10; Pages: 3317","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:8150399","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8150399","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s21103317","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21103317","pdf_url":"https://www.mdpi.com/1424-8220/21/10/3317/pdf?version=1620729184","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5147896060","display_name":null,"funder_award_id":"2020220","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"}],"funders":[{"id":"https://openalex.org/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3161943794.pdf","grobid_xml":"https://content.openalex.org/works/W3161943794.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W1598281290","https://openalex.org/W1686810756","https://openalex.org/W1938845225","https://openalex.org/W2025328853","https://openalex.org/W2050049213","https://openalex.org/W2064000601","https://openalex.org/W2074502458","https://openalex.org/W2098535678","https://openalex.org/W2099471712","https://openalex.org/W2111098473","https://openalex.org/W2133665775","https://openalex.org/W2138204001","https://openalex.org/W2167307343","https://openalex.org/W2300657047","https://openalex.org/W2474071559","https://openalex.org/W2512860409","https://openalex.org/W2520760236","https://openalex.org/W2560533888","https://openalex.org/W2593414223","https://openalex.org/W2747898905","https://openalex.org/W2759428153","https://openalex.org/W2798735168","https://openalex.org/W2799265886","https://openalex.org/W2884585870","https://openalex.org/W2888835593","https://openalex.org/W2922509574","https://openalex.org/W2951304360","https://openalex.org/W2951408185","https://openalex.org/W2951559372","https://openalex.org/W2952125895","https://openalex.org/W2963073614","https://openalex.org/W2965566740","https://openalex.org/W2968629419","https://openalex.org/W2983219806","https://openalex.org/W3011240817","https://openalex.org/W3011614284","https://openalex.org/W3034504121","https://openalex.org/W3034724715","https://openalex.org/W3039703026","https://openalex.org/W3039851938","https://openalex.org/W3094074252","https://openalex.org/W3096002049","https://openalex.org/W3106758205","https://openalex.org/W3111965177","https://openalex.org/W3117384294","https://openalex.org/W3126336475","https://openalex.org/W3133932812","https://openalex.org/W4229828140","https://openalex.org/W6721025879","https://openalex.org/W6769386519"],"related_works":["https://openalex.org/W2066613488","https://openalex.org/W2031788393","https://openalex.org/W791927757","https://openalex.org/W2182590612","https://openalex.org/W3153582293","https://openalex.org/W2905397092","https://openalex.org/W2269775642","https://openalex.org/W3080537281","https://openalex.org/W2289746762","https://openalex.org/W2139384960"],"abstract_inverted_index":{"The":[0,81],"simple":[1],"lens":[2],"computational":[3,34],"imaging":[4],"method":[5],"provides":[6],"an":[7],"alternative":[8],"way":[9],"to":[10,21,31,71,96],"achieve":[11],"high-quality":[12],"photography.":[13],"It":[14],"simplifies":[15],"the":[16,19,26,77,102,108,121,144],"design":[17],"of":[18,28,146],"optical-front-end":[20],"a":[22,32,59,73,127,133],"single-convex-lens":[23,38],"and":[24,52,92,131,140],"delivers":[25],"correction":[27],"optical":[29],"aberration":[30],"dedicated":[33],"restoring":[35],"algorithm.":[36],"Traditional":[37],"image":[39,75],"restoration":[40],"is":[41],"based":[42],"on":[43],"optimization":[44],"theory,":[45],"which":[46],"has":[47],"some":[48],"shortcomings":[49],"in":[50],"efficiency":[51],"efficacy.":[53],"In":[54],"this":[55],"paper,":[56],"we":[57,111,125],"propose":[58],"novel":[60],"Recursive":[61],"Residual":[62],"Groups":[63],"network":[64,83,90],"under":[65],"Generative":[66],"Adversarial":[67],"Network":[68],"framework":[69],"(RRG-GAN)":[70],"generate":[72],"clear":[74],"from":[76],"aberrations-degraded":[78],"blurry":[79],"image.":[80],"RRG-GAN":[82],"includes":[84],"dual":[85],"attention":[86],"module,":[87,91],"selective":[88],"kernel":[89],"residual":[93],"resizing":[94],"module":[95],"make":[97],"it":[98],"more":[99],"suitable":[100],"for":[101],"non-uniform":[103],"deblurring":[104],"task.":[105],"To":[106,119],"validate":[107],"evaluation":[109],"algorithm,":[110],"collect":[112],"sharp/aberration-degraded":[113],"datasets":[114],"by":[115],"CODE":[116],"V":[117],"simulation.":[118],"test":[120],"practical":[122],"application":[123],"performance,":[124],"built":[126],"display-capture":[128],"lab":[129],"setup":[130],"reconstruct":[132],"manual":[134],"registering":[135],"dataset.":[136],"Relevant":[137],"experimental":[138],"comparisons":[139],"actual":[141],"tests":[142],"verify":[143],"effectiveness":[145],"our":[147],"proposed":[148],"method.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}