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Subjective comparison and evaluation of speech enhancement algorithms

机译:语音增强算法的主观比较与评估

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摘要

Making meaningful comparisons between the performance of the various speech enhancement algorithms proposed over the years, has been elusive due to lack of a common speech database, differences in the types of noise used and differences in the testing methodology. To facilitate such comparisons, we report on the development of a noisy speech corpus suitable for evaluation of speech enhancement algorithms. This corpus is subsequently used for the subjective evaluation of 13 speech enhancement methods encompassing four classes of algorithms: spectral subtractive, subspace, statistical-model based and Wiener-type algorithms. The subjective evaluation was performed by Dynastat, Inc. using the ITU-T P.835 methodology designed to evaluate the speech quality along three dimensions: signal distortion, noise distortion and overall quality. This paper reports the results of the subjective tests.
机译:由于缺乏通用的语音数据库,所用噪声类型的差异以及测试方法的差异,多年来提出的各种语音增强算法的性能之间难以进行有意义的比较一直很困难。为了促进这种比较,我们报告了适合评估语音增强算法的嘈杂语音语料库的发展。该语料库随后用于13种语音增强方法的主观评估,这些方法包括四类算法:频谱减法,子空间,基于统计模型的算法和Wiener型算法。 Dynastat,Inc.使用ITU-T P.835方法论进行主观评估,该方法论旨在评估三个方面的语音质量:信号失真,噪声失真和整体质量。本文报告了主观测试的结果。

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