{"id":"https://openalex.org/W3041900396","doi":"https://doi.org/10.1155/2020/9453586","title":"Improvement and Application of Generative Adversarial Networks Algorithm Based on Transfer Learning","display_name":"Improvement and Application of Generative Adversarial Networks Algorithm Based on Transfer Learning","publication_year":2020,"publication_date":"2020-07-13","ids":{"openalex":"https://openalex.org/W3041900396","doi":"https://doi.org/10.1155/2020/9453586","mag":"3041900396"},"language":"en","primary_location":{"id":"doi:10.1155/2020/9453586","doi":"https://doi.org/10.1155/2020/9453586","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/9453586","pdf_url":"https://downloads.hindawi.com/journals/mpe/2020/9453586.pdf","source":{"id":"https://openalex.org/S178238111","display_name":"Mathematical Problems in Engineering","issn_l":"1024-123X","issn":["1024-123X","1026-7077","1563-5147"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-20","vabb-shw"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematical Problems in Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/mpe/2020/9453586.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030812434","display_name":"Fangming Bi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fangming Bi","raw_affiliation_strings":["Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","institution_ids":["https://openalex.org/I25757504"]},{"raw_affiliation_string":"School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zijian Man","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zijian Man","raw_affiliation_strings":["Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","institution_ids":["https://openalex.org/I25757504"]},{"raw_affiliation_string":"School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039564453","display_name":"Xia Yang","orcid":"https://orcid.org/0000-0002-5388-0211","observed_orcids":["https://orcid.org/0000-0002-5388-0211"]},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yang Xia","raw_affiliation_strings":["Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China"],"raw_orcid":"https://orcid.org/0000-0002-5388-0211","affiliations":[{"raw_affiliation_string":"Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","institution_ids":["https://openalex.org/I25757504"]},{"raw_affiliation_string":"School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100689438","display_name":"Wei Liu","orcid":"https://orcid.org/0000-0002-7619-8100","observed_orcids":["https://orcid.org/0000-0002-7619-8100"]},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Liu","raw_affiliation_strings":["Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","institution_ids":["https://openalex.org/I25757504"]},{"raw_affiliation_string":"School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009884942","display_name":"Wen\u2010Jia Yang","orcid":"https://orcid.org/0000-0003-4339-2158","observed_orcids":["https://orcid.org/0000-0003-4339-2158"]},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjia Yang","raw_affiliation_strings":["Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","institution_ids":["https://openalex.org/I25757504"]},{"raw_affiliation_string":"School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035491577","display_name":"Xuanyi Fu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuanyi Fu","raw_affiliation_strings":["Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","institution_ids":["https://openalex.org/I25757504"]},{"raw_affiliation_string":"School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056605317","display_name":"Lei Gao","orcid":"https://orcid.org/0000-0001-6210-9368","observed_orcids":["https://orcid.org/0000-0001-6210-9368"]},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Gao","raw_affiliation_strings":["Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mine Digitization Engineering Research Center of the Ministry of Education, China University of Mining and Technology, Xuzhou 221116, China","institution_ids":["https://openalex.org/I25757504"]},{"raw_affiliation_string":"School of Computer Science and Technology, China University of Mining Technology, Xuzhou 221000, China","institution_ids":["https://openalex.org/I25757504"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5039564453"],"corresponding_institution_ids":["https://openalex.org/I25757504"],"apc_list":{"value":2550,"currency":"USD","value_usd":2550},"apc_paid":{"value":2550,"currency":"USD","value_usd":2550},"fwci":0.084,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.32488048,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"11"},"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":1.0,"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":1.0,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.0,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/generative-adversarial-networks","display_name":"generative adversarial networks","score":1.0},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.9850000143051147},{"id":"https://openalex.org/keywords/training-speed","display_name":"training speed","score":0.7860000133514404},{"id":"https://openalex.org/keywords/mnist","display_name":"MNIST","score":0.6290000081062317},{"id":"https://openalex.org/keywords/cifar-10","display_name":"CIFAR-10","score":0.9509999752044678}],"concepts":[{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.7796018123626709},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.7380356788635254},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7257871627807617},{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.6315494775772095},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6215547919273376},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5371447801589966},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.527508556842804},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4941871464252472},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4758319854736328},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4613620638847351},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4270833134651184},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4221414625644684},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.4148261547088623},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.32735973596572876},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.11701983213424683},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2020/9453586","doi":"https://doi.org/10.1155/2020/9453586","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/9453586","pdf_url":"https://downloads.hindawi.com/journals/mpe/2020/9453586.pdf","source":{"id":"https://openalex.org/S178238111","display_name":"Mathematical Problems in Engineering","issn_l":"1024-123X","issn":["1024-123X","1026-7077","1563-5147"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-20","vabb-shw"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematical Problems in Engineering","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:jnlmpe:9453586","doi":null,"is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/MPE/2020/9453586.xml","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:b22f61ccb4b14392a6d3f4bb44f45a9f","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/b22f61ccb4b14392a6d3f4bb44f45a9f","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mathematical Problems in Engineering, Vol 2020 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2020/9453586","doi":"https://doi.org/10.1155/2020/9453586","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/9453586","pdf_url":"https://downloads.hindawi.com/journals/mpe/2020/9453586.pdf","source":{"id":"https://openalex.org/S178238111","display_name":"Mathematical Problems in Engineering","issn_l":"1024-123X","issn":["1024-123X","1026-7077","1563-5147"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-20","vabb-shw"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematical Problems in Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1766640046","display_name":null,"funder_award_id":"IIPL-2019-10","funder_id":"https://openalex.org/F4320332588","funder_display_name":"Shanghai Key Laboratory of Intelligent Information Processing"}],"funders":[{"id":"https://openalex.org/F4320332588","display_name":"Shanghai Key Laboratory of Intelligent Information Processing","ror":"https://ror.org/013q1eq08"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3041900396.pdf","grobid_xml":"https://content.openalex.org/works/W3041900396.grobid-xml"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W2143668817","https://openalex.org/W2271357838","https://openalex.org/W2789588857","https://openalex.org/W2886848336","https://openalex.org/W2897738799","https://openalex.org/W2948770746"],"related_works":["https://openalex.org/W7071453362","https://openalex.org/W2955841847","https://openalex.org/W2957296328","https://openalex.org/W4386331074","https://openalex.org/W2967552310","https://openalex.org/W2900055988","https://openalex.org/W4389482649","https://openalex.org/W3169984601","https://openalex.org/W3110333877","https://openalex.org/W4394717653"],"abstract_inverted_index":{"Generative":[0],"adversarial":[1,66,132],"networks":[2,67],"are":[3,11,21],"currently":[4],"used":[5,123],"to":[6,46,130,151],"solve":[7],"various":[8],"problems":[9],"and":[10,19,49,80,128,145,170,190],"one":[12],"of":[13,23,33,73,83,118,155,157],"the":[14,31,43,50,64,70,75,81,84,91,105,113,125,137,149,153,158,167,182,192],"most":[15],"popular":[16],"models.":[17],"Generator":[18],"discriminator":[20],"characteristics":[22],"continuous":[24],"game":[25],"process":[26],"in":[27],"training.":[28],"While":[29],"improving":[30],"quality":[32],"generated":[34],"pictures,":[35],"it":[36,40],"will":[37,53,77,86],"also":[38],"make":[39,181],"difficult":[41],"for":[42,104],"loss":[44,183],"function":[45,184],"be":[47,54],"stable,":[48],"training":[51,102],"speed":[52],"extremely":[55],"slow":[56],"compared":[57],"with":[58],"other":[59],"methods.":[60],"In":[61,135],"addition,":[62,136],"since":[63],"generative":[65,131],"directly":[68],"learns":[69],"data":[71,93],"distribution":[72,94,140],"samples,":[74],"model":[76,85,108,150,193],"become":[78,87],"uncontrollable":[79],"freedom":[82,156],"too":[88],"large":[89],"when":[90],"original":[92],"is":[95,109,122,141],"constantly":[96],"approximated.":[97],"A":[98],"new":[99],"transfer":[100],"learning":[101],"idea":[103],"unsupervised":[106],"generation":[107,114],"proposed":[110,178],"based":[111],"on":[112,165],"network.":[115],"The":[116,173],"decoder":[117],"trained":[119],"variational":[120],"autoencoders":[121],"as":[124,186,188],"network":[126,133],"architecture":[127],"parameters":[129],"generator.":[134],"standard":[138],"normal":[139],"obtained":[142],"by":[143],"sampling":[144],"then":[146],"input":[147],"into":[148],"control":[152],"degree":[154],"model.":[159],"Finally,":[160],"we":[161],"evaluated":[162],"our":[163,177],"method":[164,179],"using":[166],"MNIST,":[168],"CIFAR10,":[169],"LSUN":[171],"datasets.":[172],"experiment":[174],"shows":[175],"that":[176],"can":[180],"converge":[185],"quickly":[187],"possible":[189],"increase":[191],"accuracy.":[194]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-09-27T08:07:27.782135","created_date":"2020-07-16T00:00:00"}
