{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11270438","patent":{"patent_number":"US-11270438","title":"System and method for triggering machine learning (ML) annotation model retraining","assignee":null,"inventors":[],"filing_date":"2021-01-09T00:00:00.000Z","publication_date":"2022-03-08T00:00:00.000Z","cpc_codes":["G06T","G06T","G06N","G06N","G06T","G06T","G06T","G06V","G06V","G06V","G06V","G06T","G06T"],"num_claims":25,"abstract":"Systems and methods are presented for triggering machine learning (ML) annotation model retraining. The method includes an annotation model accepting raw data images with undefined variations of a first shape with a coarse boundary surrounding a first shape. The annotation model creates an annotated image with annotation marks forming a refined boundary surrounding the first shape. An agent user interface (UI) modifies the refined boundaries to supply corrected images. A mediation software application compares the annotated images to corresponding corrected images, and supplies an annotation model retraining resource analysis for the first shape in response to comparing the annotated images to the corrected images. The step of comparing the annotated images to the corrected images may include the mediation application measuring the number of points changed in the refined boundaries to supply the corrected images, and the time required by the human agent to change the points."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"System and method for triggering machine learning (ML) annotation model retraining","description":"Systems and methods are presented for triggering machine learning (ML) annotation model retraining. The method includes an annotation model accepting raw data images with undefined variations of a fir","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11270438","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-11270438","citation_suggestion":"Patentable. \"System and method for triggering machine learning (ML) annotation model retraining\" (US-11270438). https://patentable.app/patents/US-11270438","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11270438","json":"https://patentable.app/api/llm-context/US-11270438","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T10:04:00.806Z"}