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Insect-inspired high-speed motion vision system for robot control

机译:受昆虫启发的用于机器人控制的高速运动视觉系统

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摘要

The mechanism for motion detection in a fly's vision system, known as the Reichardt correlator, suffers from a main shortcoming as a velocity estimator: low accuracy. To enable accurate velocity estimation, responses of the Reichardt correlator to image sequences are analyzed in this paper. An elaborated model with additional preprocessing modules is proposed. The relative error of velocity estimation is significantly reduced by establishing a real-time responsevelocity lookup table based on the power spectrum analysis of the input signal. By exploiting the improved velocity estimation accuracy and the simple structure of the Reichardt correlator, a high-speed vision system of 1 kHz is designed and applied for robot yaw-angle control in real-time experiments. The experimental results demonstrate the potential and feasibility of applying insect-inspired motion detection to robot control.
机译:在飞行器视觉系统中进行运动检测的机制称为Reichardt相关器,它的主要缺点是速度估计器:精度低。为了实现准确的速度估计,本文分析了Reichardt相关器对图像序列的响应。提出了带有附加预处理模块的详细模型。通过基于输入信号的功率谱分析建立实时响应速度查找表,可以大大降低速度估计的相对误差。通过利用提高的速度估计精度和Reichardt相关器的简单结构,设计了一个1 kHz的高速视觉系统,并将其应用于实时实验中的机器人偏航角控制。实验结果证明了将昆虫启发式运动检测应用于机器人控制的潜力和可行性。

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