{"id":"https://openalex.org/W3026515209","doi":"https://doi.org/10.1109/icip40778.2020.9191259","title":"Revisiting Role of Autoencoders in Adversarial Settings","display_name":"Revisiting Role of Autoencoders in Adversarial Settings","publication_year":2020,"publication_date":"2020-09-30","ids":{"openalex":"https://openalex.org/W3026515209","doi":"https://doi.org/10.1109/icip40778.2020.9191259","mag":"3026515209"},"language":"en","primary_location":{"id":"doi:10.1109/icip40778.2020.9191259","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip40778.2020.9191259","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2005.10750","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053942474","display_name":"Byeong Cheon Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Byeong Cheon Kim","raw_affiliation_strings":["Image and Video Systems Lab, School of Electrical Engineering, KAIST, South Korea","KAIST, Image and Video Systems Lab., School of Electrical Engineering, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Image and Video Systems Lab, School of Electrical Engineering, KAIST, South Korea","institution_ids":["https://openalex.org/I157485424"]},{"raw_affiliation_string":"KAIST, Image and Video Systems Lab., School of Electrical Engineering, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036936141","display_name":"Jung Uk Kim","orcid":"https://orcid.org/0000-0003-4533-4875"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jung Uk Kim","raw_affiliation_strings":["Image and Video Systems Lab, School of Electrical Engineering, KAIST, South Korea","KAIST, Image and Video Systems Lab., School of Electrical Engineering, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Image and Video Systems Lab, School of Electrical Engineering, KAIST, South Korea","institution_ids":["https://openalex.org/I157485424"]},{"raw_affiliation_string":"KAIST, Image and Video Systems Lab., School of Electrical Engineering, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075338584","display_name":"Hakmin Lee","orcid":"https://orcid.org/0000-0002-1247-9958"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hakmin Lee","raw_affiliation_strings":["Image and Video Systems Lab, School of Electrical Engineering, KAIST, South Korea","KAIST, Image and Video Systems Lab., School of Electrical Engineering, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Image and Video Systems Lab, School of Electrical Engineering, KAIST, South Korea","institution_ids":["https://openalex.org/I157485424"]},{"raw_affiliation_string":"KAIST, Image and Video Systems Lab., School of Electrical Engineering, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038798134","display_name":"Yong Man Ro","orcid":"https://orcid.org/0000-0001-5306-6853"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]},{"id":"https://openalex.org/I58716616","display_name":"Korea Institute of Science and Technology","ror":"https://ror.org/05kzfa883","country_code":"KR","type":"facility","lineage":["https://openalex.org/I27494661","https://openalex.org/I2801339556","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098","https://openalex.org/I4387152098","https://openalex.org/I58716616"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yong Man Ro","raw_affiliation_strings":["Image and Video Systems Lab, School of Electrical Engineering, KAIST, South Korea","Korea Adv. Inst. of Sci. and Technol"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Image and Video Systems Lab, School of Electrical Engineering, KAIST, South Korea","institution_ids":["https://openalex.org/I157485424"]},{"raw_affiliation_string":"Korea Adv. Inst. of Sci. and Technol","institution_ids":["https://openalex.org/I157485424","https://openalex.org/I58716616"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1856","last_page":"1860"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T11515","display_name":"Bacillus and Francisella bacterial research","score":0.9872000217437744,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.983299970626831,"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/adversarial-system","display_name":"Adversarial system","score":0.9626888036727905},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.8014626502990723},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6968968510627747},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6968950629234314},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.597617506980896},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5068092942237854},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3645937442779541}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.9626888036727905},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.8014626502990723},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6968968510627747},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6968950629234314},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.597617506980896},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5068092942237854},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3645937442779541},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/icip40778.2020.9191259","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip40778.2020.9191259","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2005.10750","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2005.10750","pdf_url":"https://arxiv.org/pdf/2005.10750","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2005.10750","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2005.10750","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"},{"id":"doi:10.17023/yqjq-dk73","is_oa":true,"landing_page_url":"https://doi.org/10.17023/yqjq-dk73","pdf_url":null,"source":{"id":"https://openalex.org/S7407051697","display_name":"IEEE RESOURCE CENTERS","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Audiovisual"},{"id":"mag:3026515209","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2005.10750","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2005.10750","pdf_url":"https://arxiv.org/pdf/2005.10750","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.47999998927116394,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3026515209.pdf","grobid_xml":"https://content.openalex.org/works/W3026515209.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W2112796928","https://openalex.org/W2194775991","https://openalex.org/W2243397390","https://openalex.org/W2517229335","https://openalex.org/W2603766943","https://openalex.org/W2640329709","https://openalex.org/W2774018344","https://openalex.org/W2786104118","https://openalex.org/W2787708942","https://openalex.org/W2897355816","https://openalex.org/W2924014439","https://openalex.org/W2942630857","https://openalex.org/W2963207607","https://openalex.org/W2963857521","https://openalex.org/W2963895533","https://openalex.org/W2964153729","https://openalex.org/W2970451906","https://openalex.org/W2971626200","https://openalex.org/W2981817257","https://openalex.org/W3118608800","https://openalex.org/W6637162671","https://openalex.org/W6637373629","https://openalex.org/W6640425456","https://openalex.org/W6726407388","https://openalex.org/W6739868092","https://openalex.org/W6747536865","https://openalex.org/W6748475379","https://openalex.org/W6755310938","https://openalex.org/W6761839128","https://openalex.org/W6766725774","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W3130862810","https://openalex.org/W3199352783","https://openalex.org/W3196347780","https://openalex.org/W3013699911","https://openalex.org/W3021431680","https://openalex.org/W2972917023","https://openalex.org/W3022223508","https://openalex.org/W2991526369","https://openalex.org/W2924566522","https://openalex.org/W2982114553","https://openalex.org/W3048433359","https://openalex.org/W2949384876","https://openalex.org/W2996568780","https://openalex.org/W3048431450","https://openalex.org/W3088137196","https://openalex.org/W3166528399","https://openalex.org/W2962550381","https://openalex.org/W2892852825","https://openalex.org/W2894012075","https://openalex.org/W3164364099"],"abstract_inverted_index":{"To":[0],"combat":[1],"against":[2],"adversarial":[3,29,45,62,71,86],"attacks,":[4],"autoencoder":[5],"structure":[6],"is":[7,14],"widely":[8],"used":[9],"to":[10,79],"perform":[11],"denoising":[12],"which":[13],"regarded":[15],"as":[16],"gradient":[17],"masking.":[18],"In":[19],"this":[20,38],"paper,":[21],"we":[22],"revisit":[23],"the":[24,32,41,48,70,74,80],"role":[25],"of":[26,44,69,73],"autoencoders":[27,54,75],"in":[28,47],"settings.":[30],"Through":[31],"comprehensive":[33],"experimental":[34],"results":[35],"and":[36,83],"analysis,":[37],"paper":[39],"presents":[40],"inherent":[42,61],"property":[43],"robustness":[46,72],"autoencoders.":[49],"We":[50,64],"also":[51],"found":[52],"that":[53,59,66],"may":[55],"use":[56],"robust":[57],"features":[58],"cause":[60],"robustness.":[63],"believe":[65],"our":[67],"discovery":[68],"can":[76],"provide":[77],"clues":[78],"future":[81],"research":[82],"applications":[84],"for":[85],"defense.":[87]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}
