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首页> 外文期刊>IEEE Transactions on Robotics and Automation >Using camera motion to estimate range for robotic parts manipulation
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Using camera motion to estimate range for robotic parts manipulation

机译:使用相机运动来估计机器人零件操纵的范围

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摘要

A technique is described for determining a depth map of parts in bins using optical flow derived from camera motion. Simple programmed camera motions are generated by mounting the camera on the robot end effector and directing the effector along a known path. The results achieved using two simple trajectories, where one is along the optical axis and the other is in rotation about a fixation point, are detailed. Optical flow is estimated by computing the time derivative of a sequence of images, i.e. by forming differences between two successive images and, in particular, matching between contours in images that have been generated from the zero crossings of Laplacian of Gaussian-filtered images. Once the flow field has been determined, a depth map is computed utilizing the parameters of the known camera trajectory. Empirical results are presented for a calibration object and two bins of parts; these are compared with the theoretical precision of the technique, and it is demonstrated that a ranging accuracy on the order of two parts in 100 is achievable.
机译:描述了一种用于使用从摄像机运动获得的光流来确定箱中零件的深度图的技术。通过将摄像机安装在机器人末端执行器上并沿着已知路径引导执行器,可以生成简单的编程摄像机运动。详细介绍了使用两个简单的轨迹获得的结果,其中一个沿着光轴,另一个沿着固定点旋转。通过计算图像序列的时间导数,即通过在两个连续图像之间形成差,特别是通过从高斯滤波图像的拉普拉斯算子的零交叉产生的图像轮廓之间的匹配,来估计光流。一旦确定了流场,就利用已知摄像机轨迹的参数计算深度图。给出了校准对象和两个零件仓的经验结果。将这些与该技术的理论精度进行比较,并证明了可以达到100分之二的数量级的测距精度。

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