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Effect of spatial sampling on pattern noise in insect-based motion detection

机译:昆虫运动检测中空间采样对模式噪声的影响

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Insects perform highly complicated navigational tasks even though their visual system is relatively simple. The main idea of work in this area is to study the visual system of insects and to incorporate algorithms used by them in electronic circuits to produce low power, computationally simple, highly efficient, robust devices capable of accurate motion detection and velocity estimation. The Reichardt correlator model is one of the earliest and the most prominent biologically inspired models of motion detection developed by Hassentein and Reichardt in 1956. In an attempt to get accurate estimates of yaw velocity using an elaborated Reichardt correlator, we have investigated the effect of pattern noise (deviation of the correlator output resulting from the structure of the visual scene) on the correlator response. We have tested different sampling methods here and it is found that a circular sampled array of elementary motion detectors (EMDs) reduces pattern noise effectively compared to an array of rectangular or randomly selected EMDs for measuring rotational motion.
机译:即使昆虫的视觉系统相对简单,它们仍会执行高度复杂的导航任务。该领域的主要工作思想是研究昆虫的视觉系统,并将它们所使用的算法整合到电子电路中,以生产出能够进行精确运动检测和速度估计的低功耗,计算简单,高效,坚固的设备。 Reichardt相关器模型是Hassentein和Reichardt于1956年开发的最早且最受生物学启发的运动检测模型之一。为了使用精心设计的Reichardt相关器获得偏航速度的准确估计,我们研究了模式的影响相关器响应上的噪声(由视觉场景的结构导致的相关器输出偏差)。我们在这里测试了不同的采样方法,发现与用于测量旋转运动的矩形或随机选择的EMD阵列相比,基本运动检测器(EMD)的圆形采样阵列可有效降低图案噪声。

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