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JOINT FACTOR ANALYSIS SCORING FOR SPEECH PROCESSING SYSTEMS

机译:语音处理系统的联合因素分析评分

摘要

Method, system, and computer program product are provided for Joint Factor Analysis (JFA) scoring in speech processing systems. The method includes: carrying out an enrolment session offline to enrol a speaker model in a speech processing system using JFA, including: extracting speaker factors from the enrolment session; estimating first components of channel factors from the enrolment session. The method further includes: carrying out a test session including: calculating second components of channel factors strongly dependent on the test session; and generating a score based on speaker factors, channel factors, and test session Gaussian mixture model sufficient statistics to provide a log-likelihood ratio for a test session.
机译:提供了用于语音处理系统中的联合因子分析(JFA)评分的方法,系统和计算机程序产品。该方法包括:离线执行注册会话,以使用JFA在语音处理系统中注册说话者模型,包括:从注册会话中提取说话者因素;从注册会话中估算渠道因素的第一部分。该方法还包括:进行测试会话,包括:计算强烈依赖于测试会话的信道因子的第二分量;以及并根据说话人因素,渠道因素和测试会话的高斯混合模型生成足够的统计信息,以提供测试会话的对数似然比。

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