{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11250637","patent":{"patent_number":"US-11250637","title":"Multimodal 3D deep learning fusion system and method for reducing the need of 3D training dataset of 3D object tracking for enterprise digital twin mixed reality","assignee":null,"inventors":[],"filing_date":"2021-05-14T00:00:00.000Z","publication_date":"2022-02-15T00:00:00.000Z","cpc_codes":["G06N","G06T","G06F","G06N","G06N","G06N","G06V","G06V","G06V"],"num_claims":9,"abstract":"A mixed reality (MR) system and method performs three dimensional (3D) tracking using 3D deep neural network structures in which multimodal fusion and simplified machine learning to only cluster label distribution (output of 3D deep neural network trained by generic 3D benchmark dataset) is used to reduce the training data requirements of to directly train a 3D deep neural network structures for non-generic user case. In one embodiment, multiple 3D deep neural network structures, such as PointCNN, 3D-Bonet, RandLA, etc., may be trained by different generic 3D benchmark datasets, such as ScanNet, ShapeNet, S3DIS, inadequate 3D training dataset, etc."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Multimodal 3D deep learning fusion system and method for reducing the need of 3D training dataset of 3D object tracking for enterprise digital twin mixed reality","description":"A mixed reality (MR) system and method performs three dimensional (3D) tracking using 3D deep neural network structures in which multimodal fusion and simplified machine learning to only cluster label","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11250637","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-11250637","citation_suggestion":"Patentable. \"Multimodal 3D deep learning fusion system and method for reducing the need of 3D training dataset of 3D object tracking for enterprise digital twin mixed reality\" (US-11250637). https://patentable.app/patents/US-11250637","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11250637","json":"https://patentable.app/api/llm-context/US-11250637","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T15:35:54.788Z"}