{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-12009105","patent":{"patent_number":"US-12009105","title":"Learning apparatus and learning method for training neural network","assignee":null,"inventors":[],"filing_date":"2021-03-10T00:00:00.000Z","publication_date":"2024-06-11T00:00:00.000Z","cpc_codes":["G16H","A61B","A61B","A61B","A61B","A61B","G06F","G06N","G06N","G06N","G06T","G06T","G06V","G06V","G06V","G06V","G06V","G16H","G16H","G06T","G06T","G06T","G06T","G06T","G06T","G06V"],"num_claims":19,"abstract":"There are provided a learning apparatus and a learning method that can facilitate creation of teaching data and prevent overtraining. A learning apparatus (10) includes a first database that stores a first image set in which a first image for learning and coordinate information for identifying a region larger than a region of interest included in the first image are associated with each other, and a second database that stores a second image set in which a second image for learning and second mask data for identifying a region of interest included in the second image are associated with each other. In a case of using the first image set to update a parameter of a CNN (32) (in a case of performing learning), a mask data creation unit (38) creates first mask data on the basis of the coordinate information for identifying the region larger than the region of interest. The first image and the second image are used as input images for the CNN (32), and the first mask data and the second mask data are used as teaching data to update the parameter of the CNN (32)."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Learning apparatus and learning method for training neural network","description":"There are provided a learning apparatus and a learning method that can facilitate creation of teaching data and prevent overtraining. A learning apparatus (10) includes a first database that stores a ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-12009105","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-12009105","citation_suggestion":"Patentable. \"Learning apparatus and learning method for training neural network\" (US-12009105). https://patentable.app/patents/US-12009105","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-12009105","json":"https://patentable.app/api/llm-context/US-12009105","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T01:32:53.382Z"}