{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-12008471","patent":{"patent_number":"US-12008471","title":"Robustness assessment for face recognition","assignee":null,"inventors":[],"filing_date":"2021-09-01T00:00:00.000Z","publication_date":"2024-06-11T00:00:00.000Z","cpc_codes":["G06N","G06F","G06F","G06N","G06N","G06V","G06V","G06V","G06V","G06V","G06V","G06V"],"num_claims":20,"abstract":"Methods and systems for evaluating and enhancing a neural network model include constructing a surrogate model that corresponds to a target neural network model, based on a degree of knowledge about the target neural network model. Adversarial attacks against the surrogate model are generated, based on an attack goal, a level of attacker capability, and an attack model. The target neural network model is tested for accuracy under the generated adversarial attacks to determine a degree of robustness of the target neural network. Robustness of the target neural network model is enhanced by replacing facial occlusions in input images before applying the input images to the target neural network."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Robustness assessment for face recognition","description":"Methods and systems for evaluating and enhancing a neural network model include constructing a surrogate model that corresponds to a target neural network model, based on a degree of knowledge about t","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-12008471","license":"CC-BY-4.0-like","license_terms":"AI-generated analysis on this page (summary, layman_explanation, technical_analysis, business_analysis, faqs) may be reused with attribution and a visible link back to the canonical URL above. Patent abstracts, claims, and bibliographic data are USPTO public domain.","required_link":"https://patentable.app/patents/US-12008471","citation_suggestion":"Patentable. \"Robustness assessment for face recognition\" (US-12008471). https://patentable.app/patents/US-12008471","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-12008471","json":"https://patentable.app/api/llm-context/US-12008471","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T00:18:30.362Z"}