{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-10504004","patent":{"patent_number":"US-10504004","title":"Systems and methods for deep model translation generation","assignee":null,"inventors":[],"filing_date":"2017-09-15T00:00:00.000Z","publication_date":"2019-12-10T00:00:00.000Z","cpc_codes":["G06V","G06F","G06F","G06N","G06N","G06N","G06N","G06N","G06V","G06V","G06V"],"num_claims":9,"abstract":"Embodiments of the present invention relate to systems and methods for improving the training of machine learning systems to recognize certain objects within a given image by supplementing an existing sparse set of real-world training images with a comparatively dense set of realistic training images. Embodiments may create such a dense set of realistic training images by training a machine learning translator with a convolutional autoencoder to translate a dense set of synthetic images of an object into more realistic training images. Embodiments may also create a dense set of realistic training images by training a generative adversarial network (“GAN”) to create realistic training images from a combination of the existing sparse set of real-world training images and either Gaussian noise, translated images, or synthetic images. The created dense set of realistic training images may then be used to more effectively train a machine learning object recognizer to recognize a target object in a newly presented digital image."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Systems and methods for deep model translation generation","description":"Embodiments of the present invention relate to systems and methods for improving the training of machine learning systems to recognize certain objects within a given image by supplementing an existing","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-10504004","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-10504004","citation_suggestion":"Patentable. \"Systems and methods for deep model translation generation\" (US-10504004). https://patentable.app/patents/US-10504004","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-10504004","json":"https://patentable.app/api/llm-context/US-10504004","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T02:40:22.224Z"}