Attention as selection-for-action: a scheme for active perception

C. Balkenius, Nils Hulth
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引用次数: 26

Abstract

Proposes three principles for attentional control of actions in autonomous robots. (1) Attention-as-action suggests that attentional shifts and the selection of the focus of attention should be seen as actions rather than as a purely sensory process. (2) Selection-for-action suggests that actions should be implicitly controlled by the current focus of attention. (3) Deictic reference is a method of referring to an external object without explicitly representing all of its properties. The three principles are illustrated in two examples: first for a mobile robot, and second for a visually controlled manipulator. In the second example, we also report two learning experiments where a robot picks out the correct focus of attention for a task based on reinforcement learning.
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注意作为行动的选择:一种主动感知的方案
提出自主机器人动作注意控制的三个原则。(1)注意即行动(attention -as-action)认为注意转移和注意焦点的选择应被视为行动,而不是纯粹的感觉过程。(2)行动选择(Selection-for-action)认为行动应该受到当前注意焦点的隐性控制。(3)指示引用是一种引用外部对象而不显式表示其所有属性的方法。这三个原则用两个例子来说明:第一个是移动机器人,第二个是视觉控制的机械手。在第二个例子中,我们还报告了两个学习实验,其中机器人基于强化学习为任务挑选出正确的注意力焦点。
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