基于RANSAC圆拟合改进算法的连接器位姿检测
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北京理工大学机械与车辆学院 北京 100081

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TN06

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Pose detection of connectors based on improved RANSAC algorithm
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School of Mechanical Engineering,Beijing Institute of Technology,Beijing 100081, China

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    摘要:

    连接器的多针对接装配过程中,如果不能准确获得零件的位置和姿态,将很可能导致连接器对接任务失败,甚至造成插针弯曲或零件结构损坏。然而受图像噪声、孔内加工痕迹、孔深导致失焦以及孔壁阴影等因素的干扰,在进行孔的检测工作时难以精准地获取完整精确的圆形轮廓,从而对连接器位姿检测精度产生较为显著的负面影响。针对上述问题,本文提出了一种基于RANSAC的圆拟合改进算法。首先,通过霍夫梯度法进行粗定位,然后通过RANSAC算法获得待拟合圆的内点集;最后,提出了依据邻域内点相对数量确定权重的WLS,重新对内点集进行圆拟合,进而计算得到连接器精确位姿。本文还进行了精度测试实验,测得姿态平均误差为0.051°,位置平均误差为0.567 pixel,并与其他常见算法进行对比,最终验证本文算法具有较高的精确度与稳定性,检测效果优于其他算法。

    Abstract:

    During the multi-pin docking and assembly process of connectors, if the precise position and orientation of parts cannot be accurately detected, it is very likely to lead to the failure of the connector docking task, and even cause pin bending or damage to the part structure. However, due to the interference of factors such as image noise, machining marks inside holes, defocus caused by hole depth, and hole wall shadows, it is difficult to accurately obtain a complete and precise circular contour when detecting holes, which has a relatively significant negative impact on the accuracy of connector pose detection. In response to the above problems,this paper proposes an improved circle fitting algorithm based on RANSAC. Firstly, coarse positioning is carried out through the Hough gradient method, and then the inlier set of the circle to be fitted is obtained through RANSAC. Finally, the WLS method, which determines weights according to the relative number of inliers in the neighborhood, is proposed to refit the circle for the inlier set, and then the precise pose of the connector is calculated. This paper also conducts a precision test experiment. The measured average attitude error is 0.051°, and the average position error is 0.567 pixels. Compared with other common algorithms, it is finally verified that the algorithm in this paper has high accuracy and stability, and the detection effect is better than that of other algorithms.

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张硕,史玲玲,王威威,金鑫,李忠新.基于RANSAC圆拟合改进算法的连接器位姿检测[J].电子测量技术,2025,48(12):137-145

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  • 在线发布日期: 2025-07-28
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