Trial-based calibration for audio-based identification, recognition, and detection system

McLaren, Mitchell Leigh; Lawson, Aaron

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Title: Trial-based calibration for audio-based identification, recognition, and detection system

Abstract

The disclosed technologies include methods for generating a calibration model using data that is selected to match the conditions of a particular trial that involves an automated comparison of data samples, such as a comparison-based trial performed by an audio-based recognition, identification, or detection system. The disclosed technologies also include improved methods for selecting candidate data used to build the calibration model. The disclosed technologies further include methods for evaluating the performance of the calibration model and for rejecting a trial when not enough matched candidate data is available to build the calibration model. The disclosed technologies additionally include the use of regularization and automated data generation techniques to further improve the robustness of the calibration model.

Inventors:: McLaren, Mitchell Leigh; Lawson, Aaron

Issue Date:: 2023-11-21

Research Org.:: Sandia National Lab. (SNL-NM), Albuquerque, NM (United States); SRI International, Menlo Park, CA (United States)

Sponsoring Org.:: USDOE

OSTI Identifier:: 2293890

Patent Number(s):: 11823658

Application Number:: 16/122,531

Assignee:: SRI International (Menlo Park, CA)

DOE Contract Number:: AC04-94AL85000

Resource Type:: Patent

Resource Relation:: Patent File Date: 09/05/2018

Country of Publication:: United States

Language:: English

Citation Formats


                    McLaren, Mitchell Leigh, and Lawson, Aaron. Trial-based calibration for audio-based identification, recognition, and detection system.  United States: N. p., 2023. 
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                    McLaren, Mitchell Leigh, & Lawson, Aaron. Trial-based calibration for audio-based identification, recognition, and detection system.  United States.

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                    McLaren, Mitchell Leigh, and Lawson, Aaron. Tue .  
        "Trial-based calibration for audio-based identification, recognition, and detection system".  United States.  https://www.osti.gov/servlets/purl/2293890.

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@article{osti_2293890,

  title        = {Trial-based calibration for audio-based identification, recognition, and detection system},

  author       = {McLaren, Mitchell Leigh and Lawson, Aaron},

  abstractNote = {The disclosed technologies include methods for generating a calibration model using data that is selected to match the conditions of a particular trial that involves an automated comparison of data samples, such as a comparison-based trial performed by an audio-based recognition, identification, or detection system. The disclosed technologies also include improved methods for selecting candidate data used to build the calibration model. The disclosed technologies further include methods for evaluating the performance of the calibration model and for rejecting a trial when not enough matched candidate data is available to build the calibration model. The disclosed technologies additionally include the use of regularization and automated data generation techniques to further improve the robustness of the calibration model.},

  doi          = {},

  journal      = {},
number       = ,

  volume       = ,

  place        = {United States},

  year         = {2023},

  month        = {11}

}

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Similar Records

Title: Trial-based calibration for audio-based identification, recognition, and detection system

Abstract

Citation Formats

Device, System, and Method of Liveness Detection Utilizing Voice Biometrics patent-application, May 2010

Joint speaker authentication and key phrase identification patent, November 2019

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Fast Speaker Recognition Scoring Using I-Vector Posteriors and Probabilistic Linear Discriminant Analysis patent-application, February 2016

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Device Access Using Voice Authentication patent-application, April 2016

Device Access Using Voice Authentication patent-application, September 2012

Advances in deep neural network approaches to speaker recognition conference, April 2015

Multi-Sample Conversational Voice Verification patent-application, December 2013

Content-Aware Speaker Recognition patent-application, April 2015

System and Method for Dynamic Facial Features for Speaker Recognition patent-application, March 2015

Quality Measure Functions for Calibration of Speaker Recognition Systems in Various Duration Conditions journal, November 2013

Method and apparatus for acoustic signal characterization patent, November 2016

System and method for providing programming content in response to an audio signal patent, March 2006

Quality measures based calibration with duration and noise dependency for speaker recognition journal, September 2015

I-vectors in the context of phonetically-constrained short utterances for speaker verification conference, March 2012

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Device Access Using Voice Authentication
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Device Access Using Voice Authentication
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Advances in deep neural network approaches to speaker recognition
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Multi-Sample Conversational Voice Verification
patent-application, December 2013

Content-Aware Speaker Recognition
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Method and apparatus for acoustic signal characterization
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System and method for providing programming content in response to an audio signal
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Quality measures based calibration with duration and noise dependency for speaker recognition
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I-vectors in the context of phonetically-constrained short utterances for speaker verification
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Method Apparatus and System for Capturing and Analyzing Interacted Based Content
patent-application, December 2004