Formant Frequency-based Speech Enhancement Technique to improve Intelligibility for hearing aid users with smartphone as an assistive device.

Gautam S Bhat, Nikhil Shankar, Chandan K A Reddy, Issa M S Panahi
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引用次数: 9

Abstract

In this paper, we present a Speech Enhancement (SE) method implemented on a smartphone, and this arrangement functions as an assistive device to hearing aids (HA). Many benchmark single channel SE algorithms implemented on HAs provide considerable improvement in speech quality, while speech intelligibility improvement still remains a prime challenge. The proposed SE method based on Log spectral amplitude estimator improves speech intelligibility in the noisy real world acoustic environment using the priori information of formant frequency locations. The formant frequency information avails us to control the amount of speech distortion in these frequency bands, thereby controlling speech distortion. We introduce a 'scaling' parameter for the SE gain function, which controls the gains over the non-formant frequency band, allowing the HA users to customize the playback speech using a smartphone application to their listening preference. Objective intelligibility measures show the effectiveness of the proposed SE method. Subjective results reflect the suitability of the developed Speech Enhancement application in real-world noisy conditions at SNR levels of -5 dB, 0 dB and 5 dB.

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基于共振频率的语音增强技术提高智能手机助听器用户的可理解性。
在本文中,我们提出了一种在智能手机上实现的语音增强(SE)方法,该方法可作为助听器(HA)的辅助设备。在HAs上实现的许多基准单通道SE算法提供了相当大的语音质量改进,但语音清晰度的提高仍然是一个主要挑战。本文提出的基于对数谱幅值估计的SE方法利用共振峰频率位置的先验信息,提高了噪声环境下语音的可理解性。形成峰频率信息使我们能够控制这些频带内的语音失真量,从而控制语音失真。我们为SE增益函数引入了一个“缩放”参数,该参数控制非共振频带的增益,允许HA用户使用智能手机应用程序根据他们的收听偏好定制播放语音。客观可理解度测试表明了该方法的有效性。主观结果反映了所开发的语音增强应用在信噪比为-5 dB、0 dB和5 dB的真实噪声条件下的适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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