{"id":"https://openalex.org/W4388562113","doi":"https://doi.org/10.1109/icstcc59206.2023.10308520","title":"Defense Method against Adversarial Attacks Using JPEG Compression and One-Pixel Attack for Improved Dataset Security","display_name":"Defense Method against Adversarial Attacks Using JPEG Compression and One-Pixel Attack for Improved Dataset Security","publication_year":2023,"publication_date":"2023-10-11","ids":{"openalex":"https://openalex.org/W4388562113","doi":"https://doi.org/10.1109/icstcc59206.2023.10308520"},"language":"en","primary_location":{"id":"doi:10.1109/icstcc59206.2023.10308520","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icstcc59206.2023.10308520","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 27th International Conference on System Theory, Control and Computing (ICSTCC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-04476986v1/file/STCC23_0067_FI%20%281%29.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104196127","display_name":"Adelina-Valentina Cucu","orcid":null},"institutions":[{"id":"https://openalex.org/I3122695212","display_name":"Polytechnic University of Timi\u015foara","ror":"https://ror.org/02v91gy68","country_code":"RO","type":"education","lineage":["https://openalex.org/I3122695212"]},{"id":"https://openalex.org/I4210097418","display_name":"Laboratoire des signaux et syst\u00e8mes","ror":"https://ror.org/00skw9v43","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I277688954","https://openalex.org/I277688954","https://openalex.org/I4210097418","https://openalex.org/I4210107720"]}],"countries":["FR","RO"],"is_corresponding":false,"raw_author_name":"Adelina-Valentina Cucu","raw_affiliation_strings":["Universit&#x00E9; Paris-Saclay,CentraleSup&#x00E9;lec Laboratoire des Signaux et syst&#x00E8;mes,Gif-sur-Yvette,France","Computer Science Department, Politehnica University of Timisoara, Timisoara, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; Paris-Saclay,CentraleSup&#x00E9;lec Laboratoire des Signaux et syst&#x00E8;mes,Gif-sur-Yvette,France","institution_ids":["https://openalex.org/I4210097418"]},{"raw_affiliation_string":"Computer Science Department, Politehnica University of Timisoara, Timisoara, Romania","institution_ids":["https://openalex.org/I3122695212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034069364","display_name":"Giuseppe Valenzise","orcid":"https://orcid.org/0000-0002-5840-5743"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210097418","display_name":"Laboratoire des signaux et syst\u00e8mes","ror":"https://ror.org/00skw9v43","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I277688954","https://openalex.org/I277688954","https://openalex.org/I4210097418","https://openalex.org/I4210107720"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Giuseppe Valenzise","raw_affiliation_strings":["Universit&#x00E9; Paris-Saclay,CNRS, CentraleSup&#x00E9;lec Laboratoire des Signaux et syst&#x00E8;mes,Gif-sur-Yvette,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; Paris-Saclay,CNRS, CentraleSup&#x00E9;lec Laboratoire des Signaux et syst&#x00E8;mes,Gif-sur-Yvette,France","institution_ids":["https://openalex.org/I4210097418","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029441369","display_name":"Daniela St\u0103nescu","orcid":null},"institutions":[{"id":"https://openalex.org/I3122695212","display_name":"Polytechnic University of Timi\u015foara","ror":"https://ror.org/02v91gy68","country_code":"RO","type":"education","lineage":["https://openalex.org/I3122695212"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Daniela St\u0103nescu","raw_affiliation_strings":["Politehnica University of Timisoara,Computer Science Department,Timisoara,Romania","Computer Science Department, Politehnica University of Timisoara, Timisoara, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politehnica University of Timisoara,Computer Science Department,Timisoara,Romania","institution_ids":["https://openalex.org/I3122695212"]},{"raw_affiliation_string":"Computer Science Department, Politehnica University of Timisoara, Timisoara, Romania","institution_ids":["https://openalex.org/I3122695212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038334146","display_name":"Ioana Ghergulescu","orcid":"https://orcid.org/0000-0003-3099-4221"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ioana Ghergulescu","raw_affiliation_strings":["Adaptemy,Dublin,Ireland","Adaptemy, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adaptemy,Dublin,Ireland","institution_ids":[]},{"raw_affiliation_string":"Adaptemy, Dublin, Ireland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042200165","display_name":"Lucian Ionel G\u0103in\u0103","orcid":"https://orcid.org/0009-0004-8988-8620"},"institutions":[{"id":"https://openalex.org/I3122695212","display_name":"Polytechnic University of Timi\u015foara","ror":"https://ror.org/02v91gy68","country_code":"RO","type":"education","lineage":["https://openalex.org/I3122695212"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Lucian Ionel G\u0103in\u0103","raw_affiliation_strings":["Politehnica University of Timisoara,Computer Science Department,Timisoara,Romania","Computer Science Department, Politehnica University of Timisoara, Timisoara, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politehnica University of Timisoara,Computer Science Department,Timisoara,Romania","institution_ids":["https://openalex.org/I3122695212"]},{"raw_affiliation_string":"Computer Science Department, Politehnica University of Timisoara, Timisoara, Romania","institution_ids":["https://openalex.org/I3122695212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008540057","display_name":"Bianca Gu\u0219i\u021b\u0103","orcid":"https://orcid.org/0009-0009-3603-2286"},"institutions":[{"id":"https://openalex.org/I3122695212","display_name":"Polytechnic University of Timi\u015foara","ror":"https://ror.org/02v91gy68","country_code":"RO","type":"education","lineage":["https://openalex.org/I3122695212"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Bianca Gu\u015fi\u0163\u0103","raw_affiliation_strings":["Politehnica University of Timisoara,Computer Science Department,Timisoara,Romania","Computer Science Department, Politehnica University of Timisoara, Timisoara, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politehnica University of Timisoara,Computer Science Department,Timisoara,Romania","institution_ids":["https://openalex.org/I3122695212"]},{"raw_affiliation_string":"Computer Science Department, Politehnica University of Timisoara, Timisoara, Romania","institution_ids":["https://openalex.org/I3122695212"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.16,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.54968626,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"523","last_page":"527"},"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":0.9706000089645386,"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":0.9422000050544739,"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":0.8554887771606445},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8243714570999146},{"id":"https://openalex.org/keywords/jpeg","display_name":"JPEG","score":0.7552074193954468},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6084393262863159},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5520253777503967},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5017869472503662},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.44368916749954224},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4209645390510559},{"id":"https://openalex.org/keywords/compression","display_name":"Compression (physics)","score":0.4148164391517639},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3696996867656708},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36513298749923706},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.354899525642395},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3290823698043823},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09451782703399658}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8554887771606445},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8243714570999146},{"id":"https://openalex.org/C198751489","wikidata":"https://www.wikidata.org/wiki/Q2195","display_name":"JPEG","level":3,"score":0.7552074193954468},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6084393262863159},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5520253777503967},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5017869472503662},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.44368916749954224},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4209645390510559},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.4148164391517639},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3696996867656708},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36513298749923706},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.354899525642395},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3290823698043823},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09451782703399658},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icstcc59206.2023.10308520","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icstcc59206.2023.10308520","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 27th International Conference on System Theory, Control and Computing (ICSTCC)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04476986v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04476986","pdf_url":"https://hal.science/hal-04476986v1/file/STCC23_0067_FI%20%281%29.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2023 27th International Conference on System Theory, Control and Computing (ICSTCC), Oct 2023, Timisoara, Romania. pp.523-527, &#x27E8;10.1109/ICSTCC59206.2023.10308520&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04476986v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04476986","pdf_url":"https://hal.science/hal-04476986v1/file/STCC23_0067_FI%20%281%29.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2023 27th International Conference on System Theory, Control and Computing (ICSTCC), Oct 2023, Timisoara, Romania. pp.523-527, &#x27E8;10.1109/ICSTCC59206.2023.10308520&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388562113.pdf","grobid_xml":"https://content.openalex.org/works/W4388562113.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W2117876524","https://openalex.org/W2180612164","https://openalex.org/W2607219512","https://openalex.org/W2612372205","https://openalex.org/W2765424254","https://openalex.org/W2792447253","https://openalex.org/W2794785996","https://openalex.org/W2924551358","https://openalex.org/W2962700793","https://openalex.org/W2963857521","https://openalex.org/W2964082701","https://openalex.org/W3025279871","https://openalex.org/W3102720581","https://openalex.org/W3103557498","https://openalex.org/W3118608800","https://openalex.org/W4288351682","https://openalex.org/W4291414590","https://openalex.org/W4295137872","https://openalex.org/W4362552446","https://openalex.org/W4367313930","https://openalex.org/W6637162671","https://openalex.org/W6640425456","https://openalex.org/W6690607325","https://openalex.org/W6737443998","https://openalex.org/W6750012832","https://openalex.org/W6772194050","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3176240006","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492","https://openalex.org/W4288019534","https://openalex.org/W3176659669"],"abstract_inverted_index":{"Machine":[0],"Learning":[1],"has":[2,30],"gained":[3],"widespread":[4,33],"applications,":[5],"especially":[6,35],"in":[7,36,129],"the":[8,15,23,42,51,78,97,101,111,115,119,122,153,157,171],"domain":[9],"of":[10,18,53,100,113,118,174,179],"image":[11,71],"recognition":[12],"due":[13,49],"to":[14,50,59,165],"high":[16,92,138],"performance":[17,45],"algorithms":[19],"and":[20,103,133],"models.":[21],"Nonetheless,":[22],"potential":[24],"threat":[25],"posed":[26],"by":[27],"adversarial":[28,54,74,98],"samples":[29],"impeded":[31],"their":[32],"adoption,":[34],"safety-critical":[37],"applications.":[38],"In":[39],"such":[40,76],"cases,":[41],"model's":[43],"final":[44],"is":[46],"significantly":[47,161],"compromised":[48],"presence":[52],"perturbations":[55,99],"that":[56,152],"are":[57],"invisible":[58],"human":[60],"perception.":[61],"This":[62],"paper":[63],"introduces":[64],"a":[65,105,130,137,177],"novel":[66],"pre-processing":[67],"solution":[68],"for":[69,95,170],"protecting":[70],"datasets":[72],"against":[73],"attacks":[75],"as":[77],"Fast":[79],"Sign":[80],"Gradient":[81],"Method":[82],"or":[83],"other":[84],"similar":[85],"attacks.":[86],"The":[87,125,141,148],"proposed":[88,126],"method":[89,169],"involves":[90],"utilizing":[91],"JPEG":[93],"compression":[94,123,172],"removing":[96],"dataset":[102,135],"applying":[104],"Targeted":[106],"One":[107],"Pixel":[108],"Attack":[109],"with":[110],"aim":[112],"recovering":[114],"true":[116],"class":[117],"images":[120],"after":[121,156],"process.":[124],"approach":[127,142],"results":[128,149],"highly":[131],"secured":[132],"clean":[134],"maintaining":[136],"classification":[139],"accuracy.":[140],"was":[143,160],"tested":[144],"on":[145,176],"CIFAR10":[146],"dataset.":[147],"have":[150],"shown":[151],"misclassification":[154],"rate":[155],"FGSM":[158],"attack":[159],"reduced":[162],"from":[163],"89.3%":[164],"12.5%":[166],"using":[167],"this":[168],"quality":[173],"20":[175],"subset":[178],"1000":[180],"images.":[181]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
