{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11288546","patent":{"patent_number":"US-11288546","title":"Apparatus and method for training facial locality super resolution deep neural network","assignee":null,"inventors":[],"filing_date":"2019-05-31T00:00:00.000Z","publication_date":"2022-03-29T00:00:00.000Z","cpc_codes":["G06N","G06F","G06F","G06N","G06N","G06N","G06N","G06T","G06V"],"num_claims":9,"abstract":"Provided is an apparatus for training a facial-locality super resolution deep neural network, the apparatus including a generator configured to receive a low-resolution image and convert the received low-resolution image into a fake high-resolution image similar to an original high-resolution image, a discriminator configured to compare the fake high-resolution image output from the generator with the original high-resolution image to determine authenticity, and a facial-locality loss term configured to calculate a loss that is to be minimized by the generator according to the authenticity output from the discriminator, wherein the generator is an artificial neural network learning model that learns while adjusting a weight to minimize the loss, and the facial-locality loss term calculates the loss of the generator by reflecting pixel information about a feature region of a face."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Apparatus and method for training facial locality super resolution deep neural network","description":"Provided is an apparatus for training a facial-locality super resolution deep neural network, the apparatus including a generator configured to receive a low-resolution image and convert the received ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11288546","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-11288546","citation_suggestion":"Patentable. \"Apparatus and method for training facial locality super resolution deep neural network\" (US-11288546). https://patentable.app/patents/US-11288546","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11288546","json":"https://patentable.app/api/llm-context/US-11288546","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T15:36:34.582Z"}