基于空间编码的信息源分离

A. Liutkus, A. Ozerov, R. Badeau, G. Richard
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引用次数: 14

摘要

多媒体技术的最新进展为多声道混音中不同音频对象的个人操作开辟了道路,用于采样和卡拉ok应用。这就需要将这些对象作为附加信息进行传输。信息源分离(ISS)是解决这个问题的合适框架。它的主要思想不是传输物体本身,而是传输使用混合和分离算法恢复它们所需的参数。近年来的研究将国际空间站与源编码联系起来,提出了基于编码的国际空间站(CISS)的概念。CISS与传统源编码的不同之处在于它使用混合,与使用相同模型的单独源编码相比,混合可以降低传输音频对象所需的比特率。在这项研究中,我们将现有的CISS工作扩展到多通道混合的情况下,并证明了比经典ISS性能有相当大的提高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Spatial coding-based Informed Source Separation
Recent advances in multimedia technology opened the path for individual manipulation of the different audio objects within a multichannel mix, for both sampling and karaoke applications. This requires the transmission of these objects as an additional information. Informed Source Separation (ISS) is an adequate framework for this problem. Its main idea is not to transmit the objects themselves, but rather the parameters required to recover them using the mixtures and separation algorithms. In recent studies, the connection was made between ISS and source coding and the concept of coding-based ISS (CISS) was introduced. CISS differs from classical source coding in its use of the mixtures, which permits to reduce the bitrates required to convey audio objects compared to source coding alone with the same model. In this study, we extend existing work on CISS to the case of multichannel mixtures and demonstrate a considerable increase of performance over classical ISS.
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