{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-10474713","patent":{"patent_number":"US-10474713","title":"Learning method and learning device using multiple labeled databases with different label sets and testing method and testing device using the same","assignee":null,"inventors":[],"filing_date":"2018-10-26T00:00:00.000Z","publication_date":"2019-11-12T00:00:00.000Z","cpc_codes":["G06F","G06F","G06F","G06N","G06N","G06T","G06T","G06T","G06V","G06V","G06V","G06V","G06V","G06T"],"num_claims":26,"abstract":"A method for learning convolutional neural network (CNN) by using a plurality of labeled databases having different label sets provided. The method includes steps of: a learning device (a) establishing databases for training, respectively including image data sets by categories, and GT label sets by the categories, if each of the objects corresponds to a class belonging its corresponding category, each information annotated as its corresponding class to the object, wherein the GT label sets correspond to the image data sets; (b) receiving, as an input image, a specific image belonging to a specific image data set corresponding a specific class among the databases for training, and generating a feature map, and then generating classification results, by the categories, corresponding to a specific object included in the input image based on the feature map; and (c) learning parameters of the CNN by using losses by the categories."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Learning method and learning device using multiple labeled databases with different label sets and testing method and testing device using the same","description":"A method for learning convolutional neural network (CNN) by using a plurality of labeled databases having different label sets provided. The method includes steps of: a learning device (a) establishin","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-10474713","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-10474713","citation_suggestion":"Patentable. \"Learning method and learning device using multiple labeled databases with different label sets and testing method and testing device using the same\" (US-10474713). https://patentable.app/patents/US-10474713","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-10474713","json":"https://patentable.app/api/llm-context/US-10474713","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T02:39:58.411Z"}