{"id":"https://openalex.org/W2755577605","doi":"https://doi.org/10.1109/jas.2017.7510583","title":"Generative adversarial networks: introduction and outlook","display_name":"Generative adversarial networks: introduction and outlook","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2755577605","doi":"https://doi.org/10.1109/jas.2017.7510583","mag":"2755577605"},"language":"en","primary_location":{"id":"doi:10.1109/jas.2017.7510583","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jas.2017.7510583","pdf_url":null,"source":{"id":"https://openalex.org/S2484288132","display_name":"IEEE/CAA Journal of Automatica Sinica","issn_l":"2329-9266","issn":["2329-9266","2329-9274"],"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/CAA Journal of Automatica Sinica","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/A5029944675","display_name":"Kunfeng Wang","orcid":"https://orcid.org/0000-0003-2744-1191"},"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/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210112270","display_name":"Qingdao Academy of Intelligent Industries","ror":"https://ror.org/02a0rnh86","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210112270"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kunfeng Wang","raw_affiliation_strings":["State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China, and also with Qingdao Academy of Intelligent Industries, Qingdao 266000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China, and also with Qingdao Academy of Intelligent Industries, Qingdao 266000, China","institution_ids":["https://openalex.org/I4210112270","https://openalex.org/I4210112150","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042895349","display_name":"Chao Gou","orcid":"https://orcid.org/0000-0002-4128-886X"},"institutions":[{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Gou","raw_affiliation_strings":["State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China, and also with University of Chinese Academy of Sciences, Beijing 100049, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China, and also with University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033995877","display_name":"Yanjie Duan","orcid":"https://orcid.org/0000-0003-1335-8952"},"institutions":[{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanjie Duan","raw_affiliation_strings":["State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China, and also with University of Chinese Academy of Sciences, Beijing 100049, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China, and also with University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033750817","display_name":"Yilun Lin","orcid":"https://orcid.org/0000-0001-6662-1916"},"institutions":[{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yilun Lin","raw_affiliation_strings":["State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China, and also with University of Chinese Academy of Sciences, Beijing 100049, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China, and also with University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062424202","display_name":"Xinhu Zheng","orcid":"https://orcid.org/0000-0002-9898-5543"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xinhu Zheng","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Minnesota, Minneapolis MN55414, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Minnesota, Minneapolis MN55414, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113600509","display_name":"Fei\u2013Yue Wang","orcid":"https://orcid.org/0000-0001-9185-3989"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]},{"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/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei-Yue Wang","raw_affiliation_strings":["State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China, and also with the Research Center for Computational Experiments and Parallel Systems Technology, National University of Defense Technology, Changsha 410073, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China, and also with the Research Center for Computational Experiments and Parallel Systems Technology, National University of Defense Technology, Changsha 410073, China","institution_ids":["https://openalex.org/I170215575","https://openalex.org/I4210112150","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.2526,"has_fulltext":false,"cited_by_count":797,"citation_normalized_percentile":{"value":0.98819466,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"4","issue":"4","first_page":"588","last_page":"598"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","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/T11206","display_name":"Model Reduction and Neural Networks","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9968000054359436,"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/computer-science","display_name":"Computer science","score":0.8527629375457764},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.7040992975234985},{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.6919618248939514},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.6553254723548889},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.6428520679473877},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.6278730034828186},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.5901886224746704},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5710049867630005},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.38466179370880127},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3774057924747467},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33299151062965393},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1676061749458313}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8527629375457764},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7040992975234985},{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.6919618248939514},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.6553254723548889},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.6428520679473877},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6278730034828186},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.5901886224746704},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5710049867630005},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.38466179370880127},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3774057924747467},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33299151062965393},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1676061749458313},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jas.2017.7510583","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jas.2017.7510583","pdf_url":null,"source":{"id":"https://openalex.org/S2484288132","display_name":"IEEE/CAA Journal of Automatica Sinica","issn_l":"2329-9266","issn":["2329-9266","2329-9274"],"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/CAA Journal of Automatica Sinica","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7099999785423279,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1680626568","https://openalex.org/W1731081199","https://openalex.org/W1909320841","https://openalex.org/W1959608418","https://openalex.org/W1994618660","https://openalex.org/W2042492924","https://openalex.org/W2072128103","https://openalex.org/W2085963752","https://openalex.org/W2099471712","https://openalex.org/W2100495367","https://openalex.org/W2125389028","https://openalex.org/W2126398289","https://openalex.org/W2130942839","https://openalex.org/W2136922672","https://openalex.org/W2160815625","https://openalex.org/W2163605009","https://openalex.org/W2173520492","https://openalex.org/W2194775991","https://openalex.org/W2257979135","https://openalex.org/W2347899093","https://openalex.org/W2361439446","https://openalex.org/W2365688362","https://openalex.org/W2376297924","https://openalex.org/W2405756170","https://openalex.org/W2406556600","https://openalex.org/W2412320034","https://openalex.org/W2412510955","https://openalex.org/W2483814582","https://openalex.org/W2527819024","https://openalex.org/W2528059250","https://openalex.org/W2548275288","https://openalex.org/W2550169503","https://openalex.org/W2566467060","https://openalex.org/W2577194360","https://openalex.org/W2577946330","https://openalex.org/W2581637843","https://openalex.org/W2583387051","https://openalex.org/W2590374252","https://openalex.org/W2591788621","https://openalex.org/W2605195953","https://openalex.org/W2607037079","https://openalex.org/W2607909683","https://openalex.org/W2744234431","https://openalex.org/W2919115771","https://openalex.org/W2962729993","https://openalex.org/W2962793481","https://openalex.org/W2962879692","https://openalex.org/W2963226019","https://openalex.org/W2963277051","https://openalex.org/W2963341071","https://openalex.org/W2963470893","https://openalex.org/W2963709863","https://openalex.org/W2964024144","https://openalex.org/W2964153729","https://openalex.org/W2964268978","https://openalex.org/W2964337551","https://openalex.org/W2991327923"],"related_works":["https://openalex.org/W2995777218","https://openalex.org/W4293320219","https://openalex.org/W2953246223","https://openalex.org/W4283584549","https://openalex.org/W2554314924","https://openalex.org/W4288256692","https://openalex.org/W2998859928","https://openalex.org/W4381885966","https://openalex.org/W2969399009","https://openalex.org/W4398186750"],"abstract_inverted_index":{"Recently,":[0],"generative":[1],"adversarial":[2,31],"networks":[3],"U+0028":[4],"GANs":[5,20,37,58,92,101,115,131,139,156],"U+0029":[6],"have":[7,59,140],"become":[8],"a":[9,22,25,141],"research":[10,147],"focus":[11],"of":[12,36,44,88,91,150],"artificial":[13],"intelligence.":[14,164],"Inspired":[15],"by":[16],"two-player":[17],"zero-sum":[18],"game,":[19],"comprise":[21],"generator":[23],"and":[24,48,72,76,93,106,109,118,120,132,153],"discriminator,":[26],"both":[27],"trained":[28],"under":[29],"the":[30,41,86,89,96,128,136],"learning":[32],"idea.":[33],"The":[34],"goal":[35],"is":[38],"to":[39,64],"estimate":[40],"potential":[42,143],"distribution":[43],"real":[45],"data":[46],"samples":[47,51],"generate":[49],"new":[50],"from":[52],"that":[53,138],"distribution.":[54],"Since":[55],"their":[56,65,121],"initiation,":[57],"been":[60],"widely":[61],"studied":[62],"due":[63],"enormous":[66],"prospect":[67],"for":[68,162],"applications,":[69],"including":[70],"image":[71],"vision":[73],"computing,":[74],"speech":[75],"language":[77],"processing,":[78],"etc.":[79],"In":[80,124],"this":[81],"review":[82],"paper,":[83],"we":[84,99,113,126],"summarize":[85],"state":[87],"art":[90],"look":[94],"into":[95],"future.":[97],"Firstly,":[98],"survey":[100],"U+02BC":[102,116],"proposal":[103],"background,":[104],"theoretic":[105],"implementation":[107],"models,":[108],"application":[110],"fields.":[111],"Then,":[112],"discuss":[114],"advantages":[117],"disadvantages,":[119],"development":[122],"trends.":[123],"particular,":[125],"investigate":[127],"relation":[129],"between":[130],"parallel":[133,145,163],"intelligence,":[134],"with":[135],"conclusion":[137],"great":[142],"in":[144,148],"systems":[146],"terms":[149],"virtual-real":[151],"interaction":[152],"integration.":[154],"Clearly,":[155],"can":[157],"provide":[158],"substantial":[159],"algorithmic":[160],"support":[161]},"counts_by_year":[{"year":2026,"cited_by_count":39},{"year":2025,"cited_by_count":149},{"year":2024,"cited_by_count":183},{"year":2023,"cited_by_count":152},{"year":2022,"cited_by_count":95},{"year":2021,"cited_by_count":68},{"year":2020,"cited_by_count":50},{"year":2019,"cited_by_count":37},{"year":2018,"cited_by_count":20},{"year":2017,"cited_by_count":4}],"updated_date":"2026-06-20T22:02:38.213706","created_date":"2025-10-10T00:00:00"}
