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Gain-induced speech distortions and the absence of intelligibility benefit with existing noise-reduction algorithms

机译:使用现有的降噪算法增益引起的语音失真和清晰度不足

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摘要

Most noise-reduction algorithms used in hearing aids apply a gain to the noisy envelopes to reduce noise interference. The present study assesses the impact of two types of speech distortion introduced by noise-suppressive gain functions: amplification distortion occurring when the amplitude of the target signal is over-estimated, and attenuation distortion occurring when the target amplitude is under-estimated. Sentences corrupted by steady noise and competing talker were processed through a noise-reduction algorithm and synthesized to contain either amplification distortion, attenuation distortion or both. The attenuation distortion was found to have a minimal effect on speech intelligibility. In fact, substantial improvements (> 80 percentage points) in intelligibility, relative to noise-corrupted speech, were obtained when the processed sentences contained only attenuation distortion. When the amplification distortion was limited to be smaller than 6 dB, performance was nearly unaffected in the steady-noise conditions, but was severely degraded in the competing-talker conditions. Overall, the present data suggest that one reason that existing algorithms do not improve speech intelligibility is because they allow amplification distortions in excess of 6 dB. These distortions are shown in this study to be always associated with masker-dominated envelopes and should thus be eliminated.
机译:助听器中使用的大多数降噪算法都会对有噪声的包络施加增益,以减少噪声干扰。本研究评估了噪声抑制增益函数所引入的两种语音失真的影响:目标信号的幅度被高估时发生的放大失真,以及目标幅度被低估时发生的衰减失真。通过降噪算法处理被稳定噪声和竞争性讲话者破坏的句子,并合成包含放大失真,衰减失真或两者。发现衰减失真对语音清晰度有最小的影响。实际上,当处理后的句子仅包含衰减失真时,相对于受噪声破坏的语音,可清晰度得到了显着提高(> 80个百分点)。当将放大失真限制为小于6 dB时,性能在稳定噪声条件下几乎不受影响,但在竞争性扬声器条件下会严重劣化。总的来说,当前数据表明,现有算法不能提高语音清晰度的原因之一是因为它们允许超过6 dB的放大失真。在这项研究中显示,这些失真总是与以掩蔽剂为主的包络有关,因此应予以消除。

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