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Modeling the Time-Course of Responses for the Border Ownership Selectivity Based on the Integration of Feedforward Signals and Visual Cortical Interactions

机译:基于前馈信号和视觉皮层相互作用的集成对边境所有权选择性的响应时间建模

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摘要

Border ownership (BO) indicates which side of a contour owns a border, and it plays a fundamental role in figure-ground segregation. The majority of neurons in V2 and V4 areas of monkeys exhibit BO selectivity. A physiological work reported that the responses of BO-selective cells show a rapid transition when a presented square is flipped along its classical receptive field (CRF) so that the opposite BO is presented, whereas the transition is significantly slower when a square with a clear BO is replaced by an ambiguous edge, e.g., when the square is enlarged greatly. The rapid transition seemed to reflect the influence of feedforward processing on BO selectivity. Herein, we investigated the role of feedforward signals and cortical interactions for time-courses in BO-selective cells by modeling a visual cortical network comprising V1, V2, and posterior parietal (PP) modules. In our computational model, the recurrent pathways among these modules gradually established the visual progress and the BO assignments. Feedforward inputs mainly determined the activities of these modules. Surrounding suppression/facilitation of early-level areas modulates the activities of V2 cells to provide BO signals. Weak feedback signals from the PP module enhanced the contrast gain extracted in V1, which underlies the attentional modulation of BO signals. Model simulations exhibited time-courses depending on the BO ambiguity, which were caused by the integration delay of V1 and V2 cells and the local inhibition therein given the difference in input stimulus. However, our model did not fully explain the characteristics of crucially slow transition: the responses of BO-selective physiological cells indicated the persistent activation several times longer than that of our model after the replacement with the ambiguous edge. Furthermore, the time-course of BO-selective model cells replicated the attentional modulation of response time in human psychophysical experiments. These attentional modulations for time-courses were induced by selective enhancement of early-level features due to interactions between V1 and PP. Our proposed model suggests fundamental roles of surrounding suppression/facilitation based on feedforward inputs as well as the interactions between early and parietal visual areas with respect to the ambiguity dependence of the neural dynamics in intermediate-level vision.
机译:边界所有权(BO)表示轮廓的哪一侧拥有边界,并且在图形-地面隔离中起着基本作用。猴子的V2和V4区域中的大多数神经元表现出BO选择性。一项生理学工作报告说,当将一个呈现的正方形沿其经典接受场(CRF)翻转时,BO选择性细胞的反应会迅速转变,从而呈现出相反的BO,而当一个正方形与一个清晰的正方形相交时,转变会明显变慢例如,当正方形大大扩大时,BO被歧义边缘替代。快速转变似乎反映了前馈处理对BO选择性的影响。在这里,我们通过对包含V1,V2和后壁(PP)模块的视觉皮层网络进行建模,研究了BO选择性细胞中前馈信号和皮层相互作用对于时间过程的作用。在我们的计算模型中,这些模块之间的循环路径逐渐建立了视觉进度和BO分配。前馈输入主要决定了这些模块的活动。早期区域周围的抑制/促进作用调节了V2细胞的活动以提供BO信号。来自PP模块的弱反馈信号增强了V1中提取的对比度增益,这是对BO信号进行注意调制的基础。模型仿真显示出取决于BO模糊性的时间过程,这是由V1和V2细胞的整合延迟以及在输入刺激不同的情况下其中的局部抑制引起的。但是,我们的模型并未完全解释临界缓慢过渡的特征:BO选择性生理细胞的反应表明持久活化比模型被模棱两可的边缘替代后更长。此外,BO选择性模型细胞的时程复制了人类心理物理实验中注意力的响应时间调制。由于V1和PP之间的相互作用,选择性增强了早期特征,从而引起了这些针对时程的注意力调节。我们提出的模型提出了基于前馈输入的周围抑制/促进作用的基本作用,以及相对于中级视觉中神经动力学的不确定性,早期和顶叶视觉区域之间的相互作用。

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