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Solving permutations in frequency-domain for blind separation of an arbitrary number of speech sources

机译:求解频域中的置换以盲分离任意数量的语音源

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摘要

Blind separation of speech sources in reverberant environments is usually performed in the time-frequency domain, which gives rise to the permutation problem: the different ordering of estimated sources for different frequency components. A two-stage method to solve permutations with an arbitrary number of sources is proposed. The suggested procedure is based on the spectral consistency of the sources. At the first stage frequency bins are compared with each other, while at the second stage the neighboring frequencies are emphasized. Experiments for perfect separation situations and for live recordings show that the proposed method improves the results of existing approaches.
机译:混响环境中语音源的盲分离通常是在时频域中进行的,这引起了置换问题:对于不同频率分量,估计源的排序不同。提出了一种求解具有任意数量来源的置换的两阶段方法。建议的步骤基于光源的光谱一致性。在第一阶段,频点彼此比较,而在第二阶段,相邻频率被强调。针对完美分离情况和现场录音的实验表明,该方法改进了现有方法的结果。

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