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An Individualized Super-Gaussian Single Microphone Speech Enhancement for Hearing Aid Users With Smartphone as an Assistive Device

机译:以智能手机为辅助设备的助听器用户的个性化超高斯单麦克风语音增强

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摘要

In this letter, we derive a new super-Gaussian joint maximum a posteriori (SGJMAP) based single microphone speech enhancement gain function. The developed speech enhancement method is implemented on a smartphone, and this arrangement functions as an assistive device to hearing aids. We introduce a tradeoff parameter in the derived gain function that allows the smartphone user to customize their listening preference, by controlling the amount of noise suppression and speech distortion in real-time based on their level of hearing comfort perceived in noisy real-world acoustic environment. Objective quality and intelligibility measures show the effectiveness of the proposed method in comparison to benchmark techniques considered in this letter. Subjective results reflect the usefulness of the developed speech enhancement application in real-world noisy conditions at signal to noise ratio levels of -5, 0, and 5 dB.
机译:在这封信中,我们推导了一种新的基于超高斯联合极大后验(SGJMAP)的单麦克风语音增强增益函数。所开发的语音增强方法在智能手机上实现,并且该布置用作助听器的辅助设备。我们在派生的增益函数中引入了一个折衷参数,该参数允许智能手机用户根据在嘈杂的现实世界声学环境中感知到的听力舒适程度,实时控制噪声抑制和语音失真的程度,从而自定义其收听偏好。客观的质量和清晰度措施表明,与本信函中考虑的基准技术相比,该方法的有效性。主观结果反映了开发的语音增强应用程序在实际嘈杂条件下的信噪比水平为-5、0和5 dB时的有用性。

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