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关于视觉注意力过程的控制。

On the control of attentional processes in vision.

机构信息

York University, Toronto, Canada.

York University, Toronto, Canada.

出版信息

Cortex. 2021 Apr;137:305-329. doi: 10.1016/j.cortex.2021.01.001. Epub 2021 Feb 3.

Abstract

The study of attentional processing in vision has a long and deep history. Recently, several papers have presented insightful perspectives into how the coordination of multiple attentional functions in the brain might occur. These begin with experimental observations and the authors propose structures, processes, and computations that might explain those observations. Here, we consider a perspective that past works have not, as a complementary approach to the experimentally-grounded ones. We approach the same problem as past authors but from the other end of the computational spectrum, from the problem nature, as Marr's Computational Level would prescribe. What problem must the brain solve when orchestrating attentional processes in order to successfully complete one of the myriad possible visuospatial tasks at which we as humans excel? The hope, of course, is for the approaches to eventually meet and thus form a complete theory, but this is likely not soon. We make the first steps towards this by addressing the necessity of attentional control, examining the breadth and computational difficulty of the visuospatial and attentional tasks seen in human behavior, and suggesting a sketch of how attentional control might arise in the brain. The key conclusions of this paper are that an executive controller is necessary for human attentional function in vision, and that there is a 'first principles' computational approach to its understanding that is complementary to the previous approaches that focus on modelling or learning from experimental observations directly.

摘要

视觉注意力处理的研究有着悠久而深远的历史。最近,有几篇论文提出了深刻的观点,即大脑中多个注意力功能的协调可能是如何发生的。这些观点始于实验观察,并提出了可能解释这些观察结果的结构、过程和计算。在这里,我们考虑了一个过去的研究没有涉及的视角,作为对基于实验的方法的补充。我们以过去作者相同的问题为起点,但从计算谱的另一端,从问题的本质出发,就像 Marr 的计算层次所规定的那样。为了成功完成我们人类擅长的无数可能的视觉空间任务之一,大脑在协调注意力过程时必须解决什么问题?当然,希望这些方法最终能够相遇,从而形成一个完整的理论,但这可能不会很快。我们通过解决注意力控制的必要性、检查人类行为中所见的视觉空间和注意力任务的广度和计算难度,并提出注意力控制如何在大脑中产生的大致思路,朝着这个目标迈出了第一步。本文的主要结论是,执行控制器是人类视觉注意力功能所必需的,而且有一种“第一原理”的计算方法可以理解它,这种方法与之前的方法互补,后者直接关注模型或从实验观察中学习。

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