{"id":"https://openalex.org/W4386596829","doi":"https://doi.org/10.1109/icip49359.2023.10222867","title":"Exploring the Connection Between Neuron Coverage and Adversarial Robustness in DNN Classifiers","display_name":"Exploring the Connection Between Neuron Coverage and Adversarial Robustness in DNN Classifiers","publication_year":2023,"publication_date":"2023-09-11","ids":{"openalex":"https://openalex.org/W4386596829","doi":"https://doi.org/10.1109/icip49359.2023.10222867"},"language":"en","primary_location":{"id":"doi:10.1109/icip49359.2023.10222867","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icip49359.2023.10222867","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-04151746v1/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001141469","display_name":"William Piat","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165303","display_name":"Safran (France)","ror":"https://ror.org/05sqf9v67","country_code":"FR","type":"company","lineage":["https://openalex.org/I4210165303"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"William Piat","raw_affiliation_strings":["Safran Tech,DST Departement,Châteaufort,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Safran Tech,DST Departement,Châteaufort,France","institution_ids":["https://openalex.org/I4210165303"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008136365","display_name":"Jalal Fadili","orcid":"https://orcid.org/0000-0002-8165-7578"},"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/I194210350","display_name":"\u00c9cole Nationale Sup\u00e9rieure d'Ing\u00e9nieurs de Caen","ror":"https://ror.org/01fpqqe90","country_code":"FR","type":"education","lineage":["https://openalex.org/I194210350","https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210105918","display_name":"Normandie Universit\u00e9","ror":"https://ror.org/01k40cz91","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210139483","display_name":"GREYC","ror":"https://ror.org/043749971","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I194210350","https://openalex.org/I4210105918","https://openalex.org/I4210105918","https://openalex.org/I4210139483","https://openalex.org/I4210159245","https://openalex.org/I98702875"]},{"id":"https://openalex.org/I98702875","display_name":"Universit\u00e9 de Caen Normandie","ror":"https://ror.org/051kpcy16","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918","https://openalex.org/I98702875"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jalal Fadili","raw_affiliation_strings":["Normandie Univ,ENSICAEN, CNRS GREYC,Caen,France","ENSICAEN, CNRS GREYC, Normandie Univ, Caen, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Normandie Univ,ENSICAEN, CNRS GREYC,Caen,France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4210139483","https://openalex.org/I98702875"]},{"raw_affiliation_string":"ENSICAEN, CNRS GREYC, Normandie Univ, Caen, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I194210350","https://openalex.org/I4210105918","https://openalex.org/I4210139483"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114514963","display_name":"S Fr\u00e9d\u00e9ric Jurie","orcid":null},"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/I194210350","display_name":"\u00c9cole Nationale Sup\u00e9rieure d'Ing\u00e9nieurs de Caen","ror":"https://ror.org/01fpqqe90","country_code":"FR","type":"education","lineage":["https://openalex.org/I194210350","https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210105918","display_name":"Normandie Universit\u00e9","ror":"https://ror.org/01k40cz91","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210139483","display_name":"GREYC","ror":"https://ror.org/043749971","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I194210350","https://openalex.org/I4210105918","https://openalex.org/I4210105918","https://openalex.org/I4210139483","https://openalex.org/I4210159245","https://openalex.org/I98702875"]},{"id":"https://openalex.org/I98702875","display_name":"Universit\u00e9 de Caen Normandie","ror":"https://ror.org/051kpcy16","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918","https://openalex.org/I98702875"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"S Fr\u00e9d\u00e9ric Jurie","raw_affiliation_strings":["Normandie Univ,ENSICAEN, CNRS GREYC,Caen,France","ENSICAEN, CNRS GREYC, Normandie Univ, Caen, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Normandie Univ,ENSICAEN, CNRS GREYC,Caen,France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4210139483","https://openalex.org/I98702875"]},{"raw_affiliation_string":"ENSICAEN, CNRS GREYC, Normandie Univ, Caen, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I194210350","https://openalex.org/I4210105918","https://openalex.org/I4210139483"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2082,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.43990753,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"745","last_page":"749"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":1.0,"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"}},{"id":"https://openalex.org/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.90420001745224,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.9038900136947632},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.8639618158340454},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7510309219360352},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6035441756248474},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5513262748718262},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5241425633430481},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.5206074714660645},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.4946689307689667},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.17755308747291565}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.9038900136947632},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.8639618158340454},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7510309219360352},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6035441756248474},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5513262748718262},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5241425633430481},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.5206074714660645},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.4946689307689667},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.17755308747291565},{"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},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/icip49359.2023.10222867","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icip49359.2023.10222867","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04151746v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04151746","pdf_url":"https://hal.science/hal-04151746v1/document","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","raw_type":"info:eu-repo/semantics/preprint"},{"id":"pmh:oai:HAL:hal-05643868v1","is_oa":false,"landing_page_url":"https://hal.science/hal-05643868","pdf_url":null,"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE International Conference on Image Processing, ICIP 2023, Oct 2023, Kuala Lumpur (Malaysia), Malaysia","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04151746v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04151746","pdf_url":"https://hal.science/hal-04151746v1/document","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","raw_type":"info:eu-repo/semantics/preprint"},"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G3010527862","display_name":null,"funder_award_id":"ANR\u201019","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G4493059287","display_name":"DEEP-VISION","funder_award_id":"ANR-19-CHIA-0017","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386596829.pdf","grobid_xml":"https://content.openalex.org/works/W4386596829.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1945616565","https://openalex.org/W1984439778","https://openalex.org/W2108447811","https://openalex.org/W2129905273","https://openalex.org/W2616028256","https://openalex.org/W2804337238","https://openalex.org/W2954629067","https://openalex.org/W2954678575","https://openalex.org/W2955224284","https://openalex.org/W2957905354","https://openalex.org/W2963857521","https://openalex.org/W2988723074","https://openalex.org/W2994987245","https://openalex.org/W3105249702","https://openalex.org/W3191453585","https://openalex.org/W4293584023","https://openalex.org/W4293846201","https://openalex.org/W6640425456","https://openalex.org/W6734483310","https://openalex.org/W6770449242"],"related_works":["https://openalex.org/W2950183588","https://openalex.org/W3080754722","https://openalex.org/W3093978547","https://openalex.org/W2953536436","https://openalex.org/W3203790781","https://openalex.org/W4313346231","https://openalex.org/W2738001131","https://openalex.org/W4285785480","https://openalex.org/W2997056298","https://openalex.org/W4298079292"],"abstract_inverted_index":{"The":[0],"lack":[1],"of":[2,51,61,72],"robustness":[3],"in":[4],"neural":[5],"network":[6],"classifiers,":[7],"especially":[8],"when":[9],"facing":[10],"adversarial":[11,35,62,89],"attacks,":[12],"is":[13,43],"a":[14,25],"significant":[15],"limitation":[16],"for":[17,75],"critical":[18],"applications.":[19],"While":[20],"some":[21],"researchers":[22],"have":[23],"suggested":[24],"connection":[26],"between":[27,86],"neuron":[28,53,87],"coverage":[29,54,74],"during":[30,55],"training":[31,56],"and":[32,57],"vulnerability":[33],"to":[34],"perturbations,":[36],"concrete":[37],"experimental":[38],"evidence":[39],"supporting":[40],"this":[41],"claim":[42],"lacking.":[44],"This":[45],"paper":[46],"empirically":[47],"investigates":[48],"the":[49,59,70],"impact":[50],"maximizing":[52],"assess":[58],"effectiveness":[60],"attacks":[63],"on":[64],"under-covered":[65],"neurons.":[66],"Additionally,":[67],"we":[68],"explore":[69],"potential":[71],"leveraging":[73],"designing":[76],"more":[77],"efficient":[78],"attacks.":[79],"Our":[80],"experiments":[81],"reveal":[82],"no":[83],"clear":[84],"correlation":[85],"coverage,":[88],"robustness,":[90],"or":[91],"attack":[92],"effectiveness.":[93]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2025-10-10T00:00:00"}