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结合模板匹配和梯度峰值的对角标志自动提取方法 被引量:5
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作者 王刚 施忠臣 +1 位作者 尚洋 于起峰 《光学学报》 EI CAS CSCD 北大核心 2018年第8期148-155,共8页
为了提高视觉测量系统的自动化水平和测量精度,提出了一种结合模板匹配和梯度峰值的对角标志自动提取方法。使用旋转不变模板匹配方法得到原始图像与标准模板的相关系数矩阵,通过两次阈值筛选获取标志点候选位置。根据两条直线相交于标... 为了提高视觉测量系统的自动化水平和测量精度,提出了一种结合模板匹配和梯度峰值的对角标志自动提取方法。使用旋转不变模板匹配方法得到原始图像与标准模板的相关系数矩阵,通过两次阈值筛选获取标志点候选位置。根据两条直线相交于标志中心处以及中心处灰度梯度存在多个峰值的特性,剔除非合作标志点,得到对角标志点初始坐标。通过生成对角标志理想相关模板,利用相关系数拟合极值法进行亚像素定位。实验结果表明,该方法可以正确提取复杂环境下对角标志或棋盘格图像中的角点,而且需要人工调节的参数少、稳健性强、定位精度高且通用性好,可应用于工程实践中环境光源变化较大的测量场合。 展开更多
关键词 机器视觉 对角标志 自动提取 梯度峰值 模板匹配
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Precise monocular vision-based pose measurement system for lunar surface sampling manipulator 被引量:5
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作者 WANG Gang shi zhongchen +3 位作者 SHANG Yang SUN XiaoLiang ZHANG WenLong YU QiFeng 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2019年第10期1783-1794,共12页
Space manipulator has been playing an increasingly important role in space exploration due to its flexibility and versatility. This paper is to design a vision-based pose measurement system for a four-degree-of-freedo... Space manipulator has been playing an increasingly important role in space exploration due to its flexibility and versatility. This paper is to design a vision-based pose measurement system for a four-degree-of-freedom(4-DOF) lunar surface sampling manipulator relying on a monitoring camera and several fiducial markers. The system first employs double plateaus histogram equalization for the markers to improve the robustness to varying noise and illumination. The markers are then accurately extracted in sub-pixel based on template matching and curved surface fitting. Finally, given the camera parameters and 3D reference points, the pose of the manipulator end-effector is solved from the 3D-to-2D point correspondences by combining a plane-based pose estimation method with rigid-body transformation. Experiment results show that the system achieves highprecision positioning and orientation performance. The measurement error is within 3 mm in position, and 0.2° in orientation,meeting the requirements for space manipulator operations. 展开更多
关键词 VISION-BASED POSE measurement POSE estimation LUNAR surface sampling SUB-PIXEL CORNER detection Chang’e 5
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