{"id":"https://openalex.org/W7164443133","doi":"https://doi.org/10.1007/978-3-032-28079-4_13","title":"Towards Formal Verification of\u00a0Deep Neural Networks for\u00a0Object Detection","display_name":"Towards Formal Verification of\u00a0Deep Neural Networks for\u00a0Object Detection","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7164443133","doi":"https://doi.org/10.1007/978-3-032-28079-4_13"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-28079-4_13","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-28079-4_13","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006323055","display_name":"Avraham Raviv","orcid":"https://orcid.org/0000-0002-4428-0505"},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Avraham Raviv","raw_affiliation_strings":["Bar-Ilan University, Ramat Gan, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bar-Ilan University, Ramat Gan, Israel","institution_ids":["https://openalex.org/I13955877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138405685","display_name":"Yizhak Y. Elboher","orcid":null},"institutions":[{"id":"https://openalex.org/I197251160","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017","country_code":"IL","type":"education","lineage":["https://openalex.org/I197251160"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Yizhak Y. Elboher","raw_affiliation_strings":["The Hebrew University of Jerusalem, Jerusalem, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Hebrew University of Jerusalem, Jerusalem, Israel","institution_ids":["https://openalex.org/I197251160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138421956","display_name":"Omri Isac","orcid":null},"institutions":[{"id":"https://openalex.org/I197251160","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017","country_code":"IL","type":"education","lineage":["https://openalex.org/I197251160"]},{"id":"https://openalex.org/I2800263366","display_name":"Jerusalem Institute for Israel Studies","ror":"https://ror.org/02zax3c17","country_code":"IL","type":"nonprofit","lineage":["https://openalex.org/I2800263366"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Omri Isac","raw_affiliation_strings":["Rigora.ai, Jerusalem, Israel","The Hebrew University of Jerusalem, Jerusalem, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rigora.ai, Jerusalem, Israel","institution_ids":["https://openalex.org/I2800263366"]},{"raw_affiliation_string":"The Hebrew University of Jerusalem, Jerusalem, Israel","institution_ids":["https://openalex.org/I197251160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076646389","display_name":"Michelle Aluf-Medina","orcid":null},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Michelle Aluf-Medina","raw_affiliation_strings":["Bar-Ilan University, Ramat Gan, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bar-Ilan University, Ramat Gan, Israel","institution_ids":["https://openalex.org/I13955877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066409021","display_name":"Ben Hagag","orcid":null},"institutions":[{"id":"https://openalex.org/I2800263366","display_name":"Jerusalem Institute for Israel Studies","ror":"https://ror.org/02zax3c17","country_code":"IL","type":"nonprofit","lineage":["https://openalex.org/I2800263366"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Ben Hagag","raw_affiliation_strings":["Rigora.ai, Jerusalem, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rigora.ai, Jerusalem, Israel","institution_ids":["https://openalex.org/I2800263366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138469758","display_name":"Golan Shmueli","orcid":null},"institutions":[{"id":"https://openalex.org/I2800263366","display_name":"Jerusalem Institute for Israel Studies","ror":"https://ror.org/02zax3c17","country_code":"IL","type":"nonprofit","lineage":["https://openalex.org/I2800263366"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Golan Shmueli","raw_affiliation_strings":["Rigora.ai, Jerusalem, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rigora.ai, Jerusalem, Israel","institution_ids":["https://openalex.org/I2800263366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138459291","display_name":"Guy Katz","orcid":null},"institutions":[{"id":"https://openalex.org/I197251160","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017","country_code":"IL","type":"education","lineage":["https://openalex.org/I197251160"]},{"id":"https://openalex.org/I2800263366","display_name":"Jerusalem Institute for Israel Studies","ror":"https://ror.org/02zax3c17","country_code":"IL","type":"nonprofit","lineage":["https://openalex.org/I2800263366"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Guy Katz","raw_affiliation_strings":["Rigora.ai, Jerusalem, Israel","The Hebrew University of Jerusalem, Jerusalem, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rigora.ai, Jerusalem, Israel","institution_ids":["https://openalex.org/I2800263366"]},{"raw_affiliation_string":"The Hebrew University of Jerusalem, Jerusalem, Israel","institution_ids":["https://openalex.org/I197251160"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009333472","display_name":"Hillel Kugler","orcid":"https://orcid.org/0000-0001-7924-5665"},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Hillel Kugler","raw_affiliation_strings":["Bar-Ilan University, Ramat Gan, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bar-Ilan University, Ramat Gan, Israel","institution_ids":["https://openalex.org/I13955877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5138405685"],"corresponding_institution_ids":["https://openalex.org/I197251160"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.97006705,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"287","last_page":"310"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.5490000247955322,"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":0.5490000247955322,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.1671999990940094,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.032999999821186066,"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/object-detection","display_name":"Object detection","score":0.6229000091552734},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5577999949455261},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.4941999912261963},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39089998602867126},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.3452000021934509},{"id":"https://openalex.org/keywords/object-class-detection","display_name":"Object-class detection","score":0.32440000772476196},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3142000138759613}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8747000098228455},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6359000205993652},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.6229000091552734},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5577999949455261},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.4941999912261963},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.48330000042915344},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39089998602867126},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.3452000021934509},{"id":"https://openalex.org/C71681937","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object-class detection","level":5,"score":0.32440000772476196},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3142000138759613},{"id":"https://openalex.org/C75606506","wikidata":"https://www.wikidata.org/wiki/Q1049183","display_name":"Formal methods","level":2,"score":0.289900004863739},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.289000004529953},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2865999937057495},{"id":"https://openalex.org/C111498074","wikidata":"https://www.wikidata.org/wiki/Q173326","display_name":"Formal verification","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.2685999870300293},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2678000032901764},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.26350000500679016},{"id":"https://openalex.org/C137270730","wikidata":"https://www.wikidata.org/wiki/Q120811","display_name":"Detection theory","level":3,"score":0.2547000050544739},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2533999979496002},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.25279998779296875}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-28079-4_13","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-28079-4_13","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.45998871326446533,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W2002427601","https://openalex.org/W2007339694","https://openalex.org/W2102605133","https://openalex.org/W2117876524","https://openalex.org/W2277678953","https://openalex.org/W2594877703","https://openalex.org/W2785970527","https://openalex.org/W2802557767","https://openalex.org/W2957311447","https://openalex.org/W2963037989","https://openalex.org/W2967595108","https://openalex.org/W2982540258","https://openalex.org/W3017485054","https://openalex.org/W3090972680","https://openalex.org/W3192314570","https://openalex.org/W4205950066","https://openalex.org/W4206840646","https://openalex.org/W4212913121","https://openalex.org/W4214612132","https://openalex.org/W4240374930","https://openalex.org/W4292828974","https://openalex.org/W4296964121","https://openalex.org/W4312560592","https://openalex.org/W4313429538","https://openalex.org/W4315646410","https://openalex.org/W4323026694","https://openalex.org/W4365787961","https://openalex.org/W4366722528","https://openalex.org/W4366723927","https://openalex.org/W4379193088","https://openalex.org/W4384573124","https://openalex.org/W4387868677","https://openalex.org/W4401284123","https://openalex.org/W4409079480","https://openalex.org/W4415566734"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2026-06-12T00:00:00"}
