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An evaluation of objective measures for intelligibility prediction of time-frequency weighted noisy speech

机译:时频加权嘈杂语音清晰度预测的客观措施评价

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摘要

Existing objective speech-intelligibility measures are suitable for several types of degradation, however, it turns out that they are less appropriate in cases where noisy speech is processed by a time-frequency weighting. To this end, an extensive evaluation is presented of objective measure for intelligibility prediction of noisy speech processed with a technique called ideal time frequency (TF) segregation. In total 17 measures are evaluated, including four advanced speech-intelligibility measures (CSII, CSTI, NSEC, DAU), the advanced speech-quality measure (PESQ), and several frame-based measures (e.g., SSNR). Furthermore, several additional measures are proposed. The study comprised a total number of 168 different TF-weightings, including unprocessed noisy speech. Out of all measures, the proposed frame-based measure MCC gave the best results (??=?0.93). An additional experiment shows that the good performing measures in this study also show high correlation with the intelligibility of single-channel noise reduced speech.
机译:现有的客观语音清晰度措施适用于几种类型的降级,但是事实证明,在通过时频加权处理嘈杂的语音的情况下,它们不太合适。为此,提出了对客观测量的广泛评估,该客观测量用于通过称为理想时间频率(TF)分离的技术处理的嘈杂语音的清晰度进行预测。总共评估了17种度量,包括四种高级语音可理解度度量(CSII,CSTI,NSEC,DAU),高级语音质量度量(PESQ)和几种基于帧的度量(例如SSNR)。此外,提出了几种其他措施。这项研究包括168种不同的TF加权,包括未处理的嘈杂语音。在所有度量中,建议的基于帧的度量MCC给出了最佳结果(Δε=?0.93)。另一个实验表明,在这项研究中,性能良好的措施还与单通道降噪语音的可理解性高度相关。

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