Rigidity analysis from range image data for automatic inspection of filter components

Marcos A. Rodrigues, Yonghuai Liu
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Abstract

Recent developments in computer vision and pattern recognition have enabled the development of sophisticated vision-based quality control systems for automatic inspection. We present a new geometrical analysis of rigid body transformation parameters from properties of reflected correspondence vectors. Based on this analysis, we propose a novel algorithm to calibrate transformation parameters of 3D objects in a fast production line of filter components. The algorithm performs a rigidity analysis from range images acquired from two cameras, making full use of distance and angle information providing a closed form solution to all parameters of interest. The method is used in conjunction with a decision support system where components falling outside specified thresholds are to be rejected. For a comparative study of algorithm performance, we also implemented a well known procedure for rigidity analysis based on quaternions. Experimental results demonstrate that our novel algorithm has a number of advantages over the quaternion method and that its performance is superior or similar to the quaternion method.
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基于距离图像数据的滤波元件自动检测刚度分析
计算机视觉和模式识别的最新发展使基于视觉的精密自动检测质量控制系统得以发展。从反射对应向量的性质出发,提出了一种新的刚体变换参数的几何分析方法。在此基础上,提出了一种新的滤波元件快速生产线中三维物体变换参数标定算法。该算法对从两台相机获取的距离图像进行刚度分析,充分利用距离和角度信息,为所有感兴趣的参数提供封闭形式的解。该方法与决策支持系统结合使用,在该系统中,超出指定阈值的组件将被拒绝。为了对算法性能进行比较研究,我们还实现了一个众所周知的基于四元数的刚性分析程序。实验结果表明,该算法与四元数方法相比具有许多优点,其性能优于或接近四元数方法。
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