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Ping-pong robotics with high-speed vision system

机译:带有高速视觉系统的乒乓机器人

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The performance of vision-based control is usually limited by the low sampling rate of the visual feedback. We address Ping-Pong robotics as a widely studied example which requires high-speed vision for highly dynamic motion control. In order to detect a flying ball accurately and robustly, a multi-threshold segmentation algorithm is applied in a stereo-vision running at 150Hz. Based on the estimated 3D ball positions, a novel two-phase trajectory prediction is exploited to determine the hitting position. Benefiting from the high-speed visual feedback, the hitting position and thus the motion planning of the manipulator are updated iteratively with decreasing error. Experiments are conducted on a 7 degrees of freedom humanoid robot arm. A successful Ping-Pong playing between the robot arm and human is achieved with a high successful rate of 88%.
机译:基于视觉的控制的性能通常受到视觉反馈的低采样率的限制。我们将乒乓机器人作为一个广泛研究的例子,它需要高速视觉来实现高度动态的运动控制。为了准确,可靠地检测飞行球,在以150Hz运行的立体视觉中采用了多阈值分割算法。基于估计的3D球位置,可以使用新颖的两相轨迹预测来确定击球位置。得益于高速的视觉反馈,击球位置以及机械手的运动计划会以不断减少的误差进行迭代更新。实验是在7自由度的类人机器人手臂上进行的。机器人手臂与人之间成功进行了乒乓球比赛,成功率高达88%。

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