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Binaural Localization Based on Weighted Wiener Gain Improved by Incremental Source Attenuation

机译:信号源增量衰减改进的基于加权维纳增益的双耳定位

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摘要

This paper addresses the problem of direction-of-arrival (DOA) estimation both in azimuthal and elevation angle from binaural sound that is processed with a head-related transfer function (HRTF). Previously, we proposed a weighted Wiener gain (WWG) method for two-dimensional DOA estimation with two-directional microphones. However, for signals processed with HRTFs, peaks in the spatial spectra of WWG indicating true sources can mingle with spurious peaks. To resolve this situation, we propose to apply incremental source attenuation (ISA) in combination with WWG. In fact, ISA reduces spectral components originating from specified sound sources and thereby improves the localization accuracy of the next targeted source in the proposed incremental estimation procedure. We conduct computer simulations using directional microphones and four HRTF sets corresponding to four individuals. The proposed method is compared to two DOA estimation methods that are equivalent to two generalized cross-correlation functions and two high-resolution methods of multiple signal classification (MUSIC) and minimum variance method. For comparison purposes, we introduce binary coherence detection (BCD) to high-resolution methods for emphasizing valid spectral components for localization in multiple source conditions. Evaluation results demonstrate that, although MUSIC with BCD yield comparable performance to that of WWG in conditions where single speech source exists, WWG with ISA surpasses the other methods in conditions including two or three speech sources.
机译:本文讨论了用与头部有关的传递函数(HRTF)处理的双耳声音在方位角和仰角上的到达方向(DOA)估计问题。先前,我们提出了一种使用双向麦克风进行二维DOA估计的加权维纳增益(WWG)方法。但是,对于使用HRTF处理的信号,WWG的空间频谱中的峰指示真实源可能会与虚假峰混合。为了解决这种情况,我们建议结合WWG应用增量源衰减(ISA)。实际上,ISA减少了来自指定声源的频谱分量,从而提高了建议的增量估计程序中下一个目标声源的定位精度。我们使用定向麦克风和对应于四个人的四个HRTF集进行计算机模拟。将该方法与两种DOA估计方法进行了比较,这两种方法等效于两个广义互相关函数以及两种高分辨率的多信号分类(MUSIC)方法和最小方差方法。为了进行比较,我们将二进制相干检测(BCD)引入到高分辨率方法中,以强调有效的频谱分量以在多个源条件下进行定位。评估结果表明,尽管具有BCD的MUSIC在存在单个语音源的条件下的性能与WWG相当,但是在包括两个或三个语音源的条件下,具有ISA的WWG优于其他方法。

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