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From saliency to eye gaze: Embodied visual selection for a pan-tilt-based robotic head

机译:从显眼到目光:基于云台的机器人头部的丰富视觉选择

摘要

This paper introduces a model of gaze behavior suitable for robotic active vision. Built upon a saliency map taking into account motion saliency, the presented model estimates the dynamics of different eye movements, allowing to switch from fixational movements, to saccades and to smooth pursuit. We investigate the effect of the embodiment of attentive visual selection in a pan-tilt camera system. The constrained physical system is unable to follow the important fluctuations characterizing the maxima of a saliency map and a strategy is required to dynamically select what is worth attending and the behavior, fixation or target pursuing, to adopt. The main contributions of this work are a novel approach toward real time, motion-based saliency computation in video sequences, a dynamic model for gaze prediction from the saliency map, and the embodiment of the modeled dynamics to control active visual sensing. © 2011 Springer-Verlag.
机译:本文介绍了适合机器人主动视觉的凝视行为模型。在考虑运动显着性的显着性图的基础上,提出的模型估计了不同眼睛运动的动态,从而允许从注视运动切换为扫视,并平稳地进行追踪。我们研究了在倾斜云台相机系统中专注视觉选择的实施例的效果。受约束的物理系统无法遵循表征显着性图最大值的重要波动,因此需要一种策略来动态选择值得关注的内容以及要采取的行为,方法或目标。这项工作的主要贡献是针对视频序列中实时,基于运动的显着性计算的新颖方法,从显着性图进行注视预测的动态模型以及控制主动视觉传感的动力学模型的实施方式。 ©2011年Springer-Verlag。

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