{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-9655563","patent":{"patent_number":"US-9655563","title":"Early therapy response assessment of lesions","assignee":null,"inventors":[],"filing_date":"2014-08-28T00:00:00.000Z","publication_date":"2017-05-23T00:00:00.000Z","cpc_codes":["A61B","A61B","A61B","A61B","A61B","G06F","G06F","G06F","G06T","G06T","G06V","G06V","G06V","G06V","A61B","A61B","A61B","A61B","A61B","A61B","G06T","G06T","G06T","G06T","G06T","G06T","G06T","G06T","G06T","G06T","G16H","G16H"],"num_claims":13,"abstract":"For therapy response assessment, texture features are input for machine learning a classifier and for using a machine learnt classifier. Rather than or in addition to using formula-based texture features, data driven texture features are derived from training images. Such data driven texture features are independent analysis features, such as features from independent subspace analysis. The texture features may be used to predict the outcome of therapy based on a few number of or even one scan of the patient."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Early therapy response assessment of lesions","description":"For therapy response assessment, texture features are input for machine learning a classifier and for using a machine learnt classifier. Rather than or in addition to using formula-based texture featu","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-9655563","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-9655563","citation_suggestion":"Patentable. \"Early therapy response assessment of lesions\" (US-9655563). https://patentable.app/patents/US-9655563","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-9655563","json":"https://patentable.app/api/llm-context/US-9655563","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-06-06T12:36:33.603Z"}