基于粒子滤波的人机交互机器人自上而下视觉注意控制

Motoyuki Ozeki, Yasuhiro Kashiwagi, Mariko Inoue, N. Oka
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引用次数: 7

摘要

一种新的基于粒子滤波的视觉注意模型具有过滤器的特征,(2)一个独立于高级过程的紧凑模型,(3)一个自然集成自顶向下调制和自底向上过程的统一模型。这些特性使得该模型可以简单地应用于机器人,并且很容易被开发人员理解。在本文中,我们首先简要地讨论了人类的视觉注意、自下而上的注意计算模型和注意隐喻。然后,我们描述了所提出的模型及其自顶向下的控制接口。最后,三个实验证明了该模型作为注意隐喻和自上而下的注意控制接口的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Top-down visual attention control based on a particle filter for human-interactive robots
A novel visual attention model based on a particle filter is that also has a filter-type feature, (2) a compact model independent of the high-level processes, and (3) a unitary model that naturally integrates top-down modulation and bottom-up processes. These features allow the model to be applied simply to robots and to be easily understood by the developers. In this paper, we first briefly discuss human visual attention, computational models for bottom-up attention, and attentional metaphors. We then describe the proposed model and its top-down control interface. Finally, three experiments demonstrate the potential of the proposed model as an attentional metaphor and top-down attention control interface.
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