{"id":"https://openalex.org/W2790480741","doi":"https://doi.org/10.5220/0006618600960104","title":"Empirical Evaluation of Variational Autoencoders for Data Augmentation","display_name":"Empirical Evaluation of Variational Autoencoders for Data Augmentation","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2790480741","doi":"https://doi.org/10.5220/0006618600960104","mag":"2790480741"},"language":"en","primary_location":{"id":"doi:10.5220/0006618600960104","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006618600960104","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0006618600960104","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019556388","display_name":"Javier Jorge","orcid":"https://orcid.org/0000-0002-9279-6768"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Javier Jorge","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Val\u00e8ncia, Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Val\u00e8ncia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042483135","display_name":"Jes\u00fas Vieco","orcid":null},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jes\u00fas Vieco","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Val\u00e8ncia, Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Val\u00e8ncia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037064633","display_name":"Roberto Paredes","orcid":"https://orcid.org/0000-0002-5192-0021"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Roberto Paredes","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Val\u00e8ncia, Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Val\u00e8ncia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061837815","display_name":"Joan Andreu S\u00e1nchez","orcid":"https://orcid.org/0000-0003-0423-2020"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Joan Andreu Sanchez","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Val\u00e8ncia, Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Val\u00e8ncia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089241415","display_name":"Jos\u00e9-Miguel Bened\u00ed","orcid":"https://orcid.org/0000-0001-6516-2746"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Miguel Bened\u00ed","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Val\u00e8ncia, Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Val\u00e8ncia, Spain","institution_ids":["https://openalex.org/I60053951"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5019556388"],"corresponding_institution_ids":["https://openalex.org/I60053951"],"apc_list":null,"apc_paid":null,"fwci":1.0625,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.82061627,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"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":0.8264999985694885,"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":0.8264999985694885,"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":0.6552707552909851},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5676756501197815},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42553460597991943}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6552707552909851},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5676756501197815},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42553460597991943}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0006618600960104","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006618600960104","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},{"id":"pmh:oai:riunet.upv.es:10251/201933","is_oa":true,"landing_page_url":"http://hdl.handle.net/10251/201933","pdf_url":null,"source":{"id":"https://openalex.org/S4306400639","display_name":"RiuNet (Universitat Polit\u00e8cnica de Val\u00e8ncia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60053951","host_organization_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","host_organization_lineage":["https://openalex.org/I60053951"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.5220/0006618600960104","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006618600960104","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1100146741","display_name":null,"funder_award_id":"FPU14/03981","funder_id":"https://openalex.org/F4320321864","funder_display_name":"Generalitat Valenciana"},{"id":"https://openalex.org/G8073349361","display_name":null,"funder_award_id":"PROMETEOII/2014/03","funder_id":"https://openalex.org/F4320321864","funder_display_name":"Generalitat Valenciana"}],"funders":[{"id":"https://openalex.org/F4320321864","display_name":"Generalitat Valenciana","ror":"https://ror.org/0097mvx21"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W59141947","https://openalex.org/W1499798934","https://openalex.org/W2112796928","https://openalex.org/W2116435618","https://openalex.org/W2119615570","https://openalex.org/W2148143831","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2406222150","https://openalex.org/W2766736793","https://openalex.org/W2951751045","https://openalex.org/W2963470893","https://openalex.org/W4320013936"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4313488044","https://openalex.org/W3209574120","https://openalex.org/W4312192474","https://openalex.org/W4210805261"],"abstract_inverted_index":{"Since":[0],"the":[1,23,30,39,69,77,87,105,119,129,136,149,153,158,174,177],"beginning":[2],"of":[3,16,32,71,131,138,161,176],"Neural":[4],"Networks,":[5],"different":[6,36,94,139],"mechanisms":[7],"have":[8,62,113,166,180],"been":[9,181],"required":[10],"to":[11,18,108,118,134],"provide":[12],"a":[13,51,64,90],"sufficient":[14],"number":[15],"examples":[17],"avoid":[19],"overfitting.":[20],"Data":[21],"augmentation,":[22],"most":[24],"common":[25],"one,":[26],"is":[27],"focused":[28],"on":[29,68],"generation":[31],"new":[33,110],"instances":[34],"performing":[35],"distortions":[37,120],"in":[38,50,76,89],"real":[40],"samples.":[41,111],"Usually,":[42],"these":[43,162],"transformations":[44,95],"are":[45],"problem-dependent,":[46],"and":[47,152],"they":[48],"result":[49],"synthetic":[52],"set":[53],"of,":[54],"likely,":[55],"unseen":[56],"examples.":[57],"In":[58],"this":[59,132,170],"work,":[60],"we":[61,102,122,145],"studied":[63],"generative":[65],"model,":[66],"based":[67],"paradigm":[70],"encoder-decoder,":[72],"that":[73,80,121,168,179],"works":[74],"directly":[75],"data":[78],"space,":[79],"is,":[81],"with":[82],"images.":[83],"This":[84],"model":[85],"encodes":[86],"input":[88],"latent":[91,106,150],"space":[92,151,155],"where":[93],"will":[96],"be":[97],"applied.":[98],"After":[99],"completing":[100],"this,":[101,144],"can":[103],"reconstruct":[104],"vectors":[107],"get":[109],"We":[112],"analysed":[114],"various":[115],"procedures":[116],"according":[117],"could":[123,146],"carry":[124],"out,":[125],"as":[126,128],"well":[127],"effectiveness":[130],"process":[133],"improve":[135],"accuracy":[137],"classification":[140],"systems.":[141],"To":[142],"do":[143],"use":[147],"both":[148],"original":[154],"after":[156],"reconstructing":[157],"altered":[159],"version":[160],"vectors.":[163],"Our":[164],"results":[165],"shown":[167],"using":[169],"pipeline":[171],"(encoding-altering-decoding)":[172],"helps":[173],"generalisation":[175],"classifiers":[178],"selected.":[182]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":2}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2018-03-29T00:00:00"}
