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Comparing Binaural Pre-processing Strategies II

机译:比较双耳预处理策略II

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摘要

Several binaural audio signal enhancement algorithms were evaluated with respect to their potential to improve speech intelligibility in noise for users of bilateral cochlear implants (CIs). 50% speech reception thresholds (SRT50) were assessed using an adaptive procedure in three distinct, realistic noise scenarios. All scenarios were highly nonstationary, complex, and included a significant amount of reverberation. Other aspects, such as the perfectly frontal target position, were idealized laboratory settings, allowing the algorithms to perform better than in corresponding real-world conditions. Eight bilaterally implanted CI users, wearing devices from three manufacturers, participated in the study. In all noise conditions, a substantial improvement in SRT50 compared to the unprocessed signal was observed for most of the algorithms tested, with the largest improvements generally provided by binaural minimum variance distortionless response (MVDR) beamforming algorithms. The largest overall improvement in speech intelligibility was achieved by an adaptive binaural MVDR in a spatially separated, single competing talker noise scenario. A no-pre-processing condition and adaptive differential microphones without a binaural link served as the two baseline conditions. SRT50 improvements provided by the binaural MVDR beamformers surpassed the performance of the adaptive differential microphones in most cases. Speech intelligibility improvements predicted by instrumental measures were shown to account for some but not all aspects of the perceptually obtained SRT50 improvements measured in bilaterally implanted CI users.
机译:评估了几种双耳音频信号增强算法的潜力,以改善双边人工耳蜗(CI)使用者的语音在语音中的清晰度。在三种不同的真实噪声场景中,使用自适应程序评估了50%的语音接收阈值(SRT50)。所有场景都是高度不稳定的,复杂的,并且包括大量的混响。其他方面,例如理想的正面目标位置,都是理想的实验室设置,从而使算法的性能优于相应的实际条件。八个双边植入CI用户(来自三个制造商的穿戴设备)参加了该研究。在所有噪声条件下,对于大多数测试算法,与未处理信号相比,SRT50均得到了显着改善,而最大的改善通常是由双耳最小方差无失真响应(MVDR)波束成形算法提供的。语音清晰度方面的最大总体改善是在空间上分离的单个竞争性讲话者噪声情况下通过自适应双耳MVDR实现的。无预处理条件和无双耳链接的自适应差分麦克风用作两个基准条件。在大多数情况下,双耳MVDR波束形成器对SRT50的改进超过了自适应差分麦克风的性能。通过仪器测量预测的语音清晰度改善可说明在双侧植入CI用户中通过感知获得的SRT50改善的部分而非全部方面。

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