{"id":"https://openalex.org/W2770662937","doi":"https://doi.org/10.5220/0006495102150222","title":"Towards a Better Understanding of Deep Neural Networks Representations using Deep Generative Networks","display_name":"Towards a Better Understanding of Deep Neural Networks Representations using Deep Generative Networks","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2770662937","doi":"https://doi.org/10.5220/0006495102150222","mag":"2770662937"},"language":"en","primary_location":{"id":"doi:10.5220/0006495102150222","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006495102150222","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 9th International Joint Conference on Computational Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0006495102150222","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023980885","display_name":"J\u00e9r\u00e9mie Despraz","orcid":"https://orcid.org/0000-0002-2435-4079"},"institutions":[{"id":"https://openalex.org/I12708293","display_name":"SIB Swiss Institute of Bioinformatics","ror":"https://ror.org/002n09z45","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I12708293"]},{"id":"https://openalex.org/I173439891","display_name":"HES-SO University of Applied Sciences and Arts Western Switzerland","ror":"https://ror.org/01xkakk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"J\u00e9r\u00e9mie Despraz","raw_affiliation_strings":["University of Applied Sciences of Western Switzerland (HES-SO) and SIB Swiss Institute of Bioinformatics, Switzerland","School of Business and Engineering Vaud (HEIG-VD), University of Applied Sciences of Western Switzerland (HES-SO), Yverdon-les-Bains, Switzerland","Computational Intelligence for Computational Biology (CI4CB), SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Applied Sciences of Western Switzerland (HES-SO) and SIB Swiss Institute of Bioinformatics, Switzerland","institution_ids":["https://openalex.org/I173439891","https://openalex.org/I12708293"]},{"raw_affiliation_string":"School of Business and Engineering Vaud (HEIG-VD), University of Applied Sciences of Western Switzerland (HES-SO), Yverdon-les-Bains, Switzerland","institution_ids":["https://openalex.org/I173439891"]},{"raw_affiliation_string":"Computational Intelligence for Computational Biology (CI4CB), SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland","institution_ids":["https://openalex.org/I12708293"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065503973","display_name":"St\u00e9phane Gomez","orcid":null},"institutions":[{"id":"https://openalex.org/I12708293","display_name":"SIB Swiss Institute of Bioinformatics","ror":"https://ror.org/002n09z45","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I12708293"]},{"id":"https://openalex.org/I173439891","display_name":"HES-SO University of Applied Sciences and Arts Western Switzerland","ror":"https://ror.org/01xkakk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"St\u00e9phane Gomez","raw_affiliation_strings":["University of Applied Sciences of Western Switzerland (HES-SO) and SIB Swiss Institute of Bioinformatics, Switzerland","Computational Intelligence for Computational Biology (CI4CB), SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland","School of Business and Engineering Vaud (HEIG-VD), University of Applied Sciences of Western Switzerland (HES-SO), Yverdon-les-Bains, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Applied Sciences of Western Switzerland (HES-SO) and SIB Swiss Institute of Bioinformatics, Switzerland","institution_ids":["https://openalex.org/I173439891","https://openalex.org/I12708293"]},{"raw_affiliation_string":"Computational Intelligence for Computational Biology (CI4CB), SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland","institution_ids":["https://openalex.org/I12708293"]},{"raw_affiliation_string":"School of Business and Engineering Vaud (HEIG-VD), University of Applied Sciences of Western Switzerland (HES-SO), Yverdon-les-Bains, Switzerland","institution_ids":["https://openalex.org/I173439891"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045745492","display_name":"H\u00e9ctor F. Satiz\u00e1bal","orcid":null},"institutions":[{"id":"https://openalex.org/I173439891","display_name":"HES-SO University of Applied Sciences and Arts Western Switzerland","ror":"https://ror.org/01xkakk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"H\u00e9ctor F. Satiz\u00e1bal","raw_affiliation_strings":["University of Applied Sciences of Western Switzerland (HES-SO), Switzerland","School of Business and Engineering Vaud (HEIG-VD), University of Applied Sciences of Western Switzerland (HES-SO), Yverdon-les-Bains, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Applied Sciences of Western Switzerland (HES-SO), Switzerland","institution_ids":["https://openalex.org/I173439891"]},{"raw_affiliation_string":"School of Business and Engineering Vaud (HEIG-VD), University of Applied Sciences of Western Switzerland (HES-SO), Yverdon-les-Bains, Switzerland","institution_ids":["https://openalex.org/I173439891"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050923109","display_name":"Carlos Andr\u00e9s Pe\u00f1a-Reyes","orcid":"https://orcid.org/0000-0002-2113-6498"},"institutions":[{"id":"https://openalex.org/I12708293","display_name":"SIB Swiss Institute of Bioinformatics","ror":"https://ror.org/002n09z45","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I12708293"]},{"id":"https://openalex.org/I173439891","display_name":"HES-SO University of Applied Sciences and Arts Western Switzerland","ror":"https://ror.org/01xkakk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Carlos Andr\u00e9s Pe\u00f1a-Reyes","raw_affiliation_strings":["University of Applied Sciences of Western Switzerland (HES-SO) and SIB Swiss Institute of Bioinformatics, Switzerland","School of Business and Engineering Vaud (HEIG-VD), University of Applied Sciences of Western Switzerland (HES-SO), Yverdon-les-Bains, Switzerland","Computational Intelligence for Computational Biology (CI4CB), SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Applied Sciences of Western Switzerland (HES-SO) and SIB Swiss Institute of Bioinformatics, Switzerland","institution_ids":["https://openalex.org/I173439891","https://openalex.org/I12708293"]},{"raw_affiliation_string":"School of Business and Engineering Vaud (HEIG-VD), University of Applied Sciences of Western Switzerland (HES-SO), Yverdon-les-Bains, Switzerland","institution_ids":["https://openalex.org/I173439891"]},{"raw_affiliation_string":"Computational Intelligence for Computational Biology (CI4CB), SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland","institution_ids":["https://openalex.org/I12708293"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1847,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.5910454,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"215","last_page":"222"},"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":0.9994000196456909,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","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/T10036","display_name":"Advanced Neural Network Applications","score":0.9951000213623047,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7765479683876038},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7457485795021057},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7211659550666809},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.690700888633728},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.6563124656677246},{"id":"https://openalex.org/keywords/maximization","display_name":"Maximization","score":0.5992712378501892},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5823565125465393},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5285091996192932},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5109940767288208},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5066443085670471},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09600964188575745}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7765479683876038},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7457485795021057},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7211659550666809},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.690700888633728},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.6563124656677246},{"id":"https://openalex.org/C2776330181","wikidata":"https://www.wikidata.org/wiki/Q18358244","display_name":"Maximization","level":2,"score":0.5992712378501892},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5823565125465393},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5285091996192932},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5109940767288208},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5066443085670471},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09600964188575745},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0006495102150222","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006495102150222","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 9th International Joint Conference on Computational Intelligence","raw_type":"proceedings-article"},{"id":"pmh:oai:hesso.tind.io:4652","is_oa":false,"landing_page_url":"http://arodes.hes-so.ch/record/4652","pdf_url":null,"source":{"id":"https://openalex.org/S4306402432","display_name":"ArODES (HES-SO (https://www.hes-so.ch/))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210088449","host_organization_name":"HES-SO Gen\u00e8ve","host_organization_lineage":["https://openalex.org/I4210088449"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://arodes.hes-so.ch/record/4652","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.5220/0006495102150222","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006495102150222","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 9th International Joint Conference on Computational Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1686810756","https://openalex.org/W1825675169","https://openalex.org/W1849277567","https://openalex.org/W1915485278","https://openalex.org/W1932198206","https://openalex.org/W2117539524","https://openalex.org/W2123045220","https://openalex.org/W2145094598","https://openalex.org/W2173520492","https://openalex.org/W2190008860","https://openalex.org/W2271840356","https://openalex.org/W2295107390","https://openalex.org/W2951523806","https://openalex.org/W2962851944","https://openalex.org/W2963684088","https://openalex.org/W2997574889","https://openalex.org/W4297752781","https://openalex.org/W4302439603"],"related_works":["https://openalex.org/W4239286941","https://openalex.org/W2088845016","https://openalex.org/W589102260","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W3167935049","https://openalex.org/W3029198973"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,18,23],"novel":[4],"approach":[5],"to":[6],"deep-dream-like":[7],"image":[8],"generation":[9,32],"for":[10,30],"convolutional":[11],"neural":[12],"networks":[13],"(CNNs).Images":[14],"are":[15],"produced":[16],"by":[17,52],"deep":[19],"generative":[20],"network":[21],"from":[22],"smaller":[24],"dimensional":[25],"feature":[26],"vector.This":[27],"method":[28],"allows":[29],"the":[31,46],"of":[33],"more":[34],"realistic":[35],"looking":[36],"images":[37],"than":[38],"traditional":[39],"activation-maximization":[40],"methods":[41],"and":[42],"gives":[43],"insight":[44],"into":[45],"CNN's":[47],"internal":[48],"representations.Training":[49],"is":[50],"achieved":[51],"standard":[53],"backpropagation":[54],"algorithms.":[55]},"counts_by_year":[{"year":2023,"cited_by_count":10},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
