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The Influence of Texture and Spatial Quality on the Perceived Quality of Blindly Separated Audio Source Signals

机译:纹理和空间质量对盲分离音频源信号感知质量的影响

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Blind Audio Source Separation (BASS) algorithms are often employed in applications where the aim is the acoustic reproduction of the separated source signals. The perceived quality of the reproduced signals is therefore a crucial criterion. Two different factors can roughly be distinguished which have influence on the perceived quality of blindly separated source signals. First, the quality of the separation of a desired target source from a signal mixture. Second, the preservation of the spatial image of the source, the spatial position of the target source in the signal mixture as it is perceived by the listener. Based on extensive MUSHRA-style listening tests, results are presented reflectling the influence of both factors on the overall basic audio quality of BASS signals. Further, a nonlinear regression model is set up to parametrize the influence of both factors on the subjective audio quality. A correlation of 0.98 between predicted and measured subjective quality and a root mean square prediction error of 2.7 on a [0,100] MUSHRA-scale was achieved for predicting the basic audio quality from an unknown listening test.
机译:盲音频源分离(BASS)算法通常用于目标是分离源信号的声音再现的应用中。因此,所感觉到的再现信号的质量是至关重要的标准。可以粗略区分两个不同的因素,它们对盲分离源信号的感知质量有影响。首先,从信号混合物中分离所需目标源的质量。其次,保存源的空间图像,即目标源在听众感知到的信号混合中的空间位置。基于广泛的MUSHRA风格的听觉测试,得出的结果反映了这两个因素对BASS信号总体基本音频质量的影响。此外,建立了非线性回归模型以参数化两个因素对主观音频质量的影响。在[0,100] MUSHRA量表上,预测和测量到的主观质量与2.7的均方根预测误差之间的相关性为0.98,可以通过未知的听觉测试来预测基本音频质量。

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