Primitive Auditory Segregation Based on Oscillatory Correlation

Deliang Wang
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引用次数: 83

Abstract

Auditory scene analysis is critical for complex auditory processing. We study auditory segregation from the neural network perspective, and develop a framework for primitive auditory scene analysis. The architecture is a laterally coupled two-dimensional network of relaxation oscillators with a global inhibitor. One dimension represents time and another one represents frequency. We show that this architecture, plus systematic delay lines, can in real time group auditory features into a stream by phase synchrony and segregate different streams by desynchronization. The network demonstrates a set of psychological phenomena regarding primitive auditory scene analysis, including dependency on frequency proximity and the rate of presentation, sequential capturing, and competition among different perceptual organizations. We offer a neurocomputational theory—shifting synchronization theory—for explaining how auditory segregation might be achieved in the brain, and the psychological phenomenon of stream segregation. Possible extensions of the model are discussed.
基于振荡相关的原始听觉分离
听觉场景分析是复杂听觉处理的关键。从神经网络的角度对听觉分离进行了研究,建立了原始听觉场景分析的框架。结构是一个横向耦合的二维松弛振荡器网络与一个全局抑制剂。一个维度代表时间,另一个维度代表频率。我们表明,这种结构加上系统延迟线,可以实时地通过相位同步将听觉特征分组到一个流中,并通过去同步分离不同的流。该网络展示了一组关于原始听觉场景分析的心理现象,包括对频率接近和呈现速度的依赖,顺序捕获以及不同感知组织之间的竞争。我们提供了一个神经计算理论-移动同步理论-来解释大脑中如何实现听觉隔离,以及流隔离的心理现象。讨论了模型的可能扩展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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