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A Single Theoretical Framework for Circular Features Processing in Humans: Orientation and Direction of Motion Compared

机译:人体圆形特征处理的单一理论框架:运动方向和方向比较

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摘要

Common computational principles underlie processing of various visual features in the cortex. They are considered to create similar patterns of contextual modulations in behavioral studies for different features as orientation and direction of motion. Here, I studied the possibility that a single theoretical framework, implemented in different visual areas, of circular feature coding and processing could explain these similarities in observations. Stimuli were created that allowed direct comparison of the contextual effects on orientation and motion direction with two different psychophysical probes: changes in weak and strong signal perception. One unique simplified theoretical model of circular feature coding including only inhibitory interactions, and decoding through standard vector average, successfully predicted the similarities in the two domains, while different feature population characteristics explained well the differences in modulation on both experimental probes. These results demonstrate how a single computational principle underlies processing of various features across the cortices.
机译:通用的计算原理是皮质中各种视觉特征处理的基础。在行为研究中,它们被认为可以为行为的方向和方向等不同特征创建相似的上下文调制模式。在这里,我研究了在不同视觉区域实施的圆形特征编码和处理的单个理论框架可以解释观测结果中这些相似性的可能性。创建了刺激,可以使用两种不同的心理物理探针直接比较方向和运动方向上的上下文效应:弱和强信号感知的变化。一个仅包含抑制性相互作用并通过标准矢量平均值解码的圆形特征编码的独特简化理论模型,成功地预测了这两个域的相似性,而不同的特征种群特征很好地解释了两种实验探针的调制差异。这些结果表明,单一的计算原理是整个皮质处理各种特征的基础。

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