{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11948553","patent":{"patent_number":"US-11948553","title":"Systems and methods of speaker-independent embedding for identification and verification from audio","assignee":null,"inventors":[],"filing_date":"2021-03-04T00:00:00.000Z","publication_date":"2024-04-02T00:00:00.000Z","cpc_codes":["G10L","G10L","G06F","G06F","G06N","G06N","G06N","G06N","G10L","G10L","H04L","H04L","H04W","H04W","H04W","G06N","G10L","G10L","H04W"],"num_claims":26,"abstract":"Embodiments described herein provide for audio processing operations that evaluate characteristics of audio signals that are independent of the speaker's voice. A neural network architecture trains and applies discriminatory neural networks tasked with modeling and classifying speaker-independent characteristics. The task-specific models generate or extract feature vectors from input audio data based on the trained embedding extraction models. The embeddings from the task-specific models are concatenated to form a deep-phoneprint vector for the input audio signal. The DP vector is a low dimensional representation of the each of the speaker-independent characteristics of the audio signal and applied in various downstream operations."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Systems and methods of speaker-independent embedding for identification and verification from audio","description":"Embodiments described herein provide for audio processing operations that evaluate characteristics of audio signals that are independent of the speaker's voice. A neural network architecture trains an","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11948553","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-11948553","citation_suggestion":"Patentable. \"Systems and methods of speaker-independent embedding for identification and verification from audio\" (US-11948553). https://patentable.app/patents/US-11948553","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11948553","json":"https://patentable.app/api/llm-context/US-11948553","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T07:00:24.637Z"}