Context-aware real-time speaker prioritization using acoustic and linguistic embeddings
AssigneeIntel Corporation
InventorsYaaqov Guetta, Yaron Klein, Ilil Blum Shem-Tov, Coral Kuta
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AssigneeIntel Corporation
InventorsYaaqov Guetta, Yaron Klein, Ilil Blum Shem-Tov, Coral Kuta
Estimating the term…
Systems and methods are provided for context-aware, real-time speaker prioritization and enhancement. A speech encoder is provided that enables real-time prioritization of the speaker who is contextually most important rather than merely the loudest. The system uses a single-pass architecture and integrates comprehensive semantic analysis with acoustic speaker identification so that speaker focus is directed based on contextual importance rather than acoustic prominence. Comprehensive semantic analyses can include content-relevance assessment, vocabulary domain detection, identification of speaker roles, evaluation of dialogue context, and tracking of conversational continuity. The system simultaneously generates a transcript of the prioritized speech. A self-calibration loop monitors enhanced audio and transcript quality indicators and automatically adjusts fusion weights and enhancement parameters over time, enabling robust performance across changing acoustic conditions and conversation styles. The approach yields low-latency, profile-configurable speaker prioritization that can be used for conferencing and collaboration, education, accessibility use cases, and high-noise personal communications.
An apparatus, comprising:
One or more non-transitory computer-readable media storing instructions executable to perform operations, the operations comprising:
A computer-implemented method, comprising:
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