2D 激光雷达和摄像机最小解标定的 多解筛选及参数优化
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TH89 TP242

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湖南省自然科学基金(2018JJ2082)、湖南省教育厅资助科研项目(18B386,18A343)资助


Multi solution selection and parameter optimization for minimum solution calibration of 2D laser radar and camera
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    摘要:

    多解问题是 2D 激光雷达和摄像机最小解标定方法的热点难题,本文针对多解问题,在最小解标定过程中提出 3 个改进 措施。 首先,利用传感器的可视空间约束剔除棋盘格不能被传感器观测的假解。 然后,利用边界激光点到边界线段的约束,改 进了真解选择的误差评价函数。 最后,利用棋盘格边界约束求解平移向量的最小二乘解。 实验中进行仿真数据和真实数据测 试,结果表明本文方法对比 Francisco 方法能提高真解命中率和标定精度。 当激光点的噪声方差小于 20 mm 时,本文方法的真 解命中率在 98% 左右,满足实际应用的需求。 相对与传统最小解标定方法,本文利用棋盘格边界约束和可视空间约束对多解集 合进行筛选,并优化了平移向量,因此有效提高最小解标定方法的性能。

    Abstract:

    Multi solution is a difficult problem in minimal solution method for extrinsic calibration of 2D laser radar and camera. This paper proposes three improvement measures for this problem and applies them to the minimum solution calibration process. Firstly, the observable spatial constraints of the sensor are used to eliminate the false solutions in which checkerboard cannot be observed by these sensors. Then, the error evaluation function of true solution selection is improved by using the constraint between the boundary laser points and boundary line segments. Finally, the least square solution of the translation parameters is solved by using chessboard boundary constraints. Simulation data and real data are tested in the experiment, and results show that the method can improve the hit rate of the true solution and calibration accuracy compared with Francisco method. When the noise variance of laser point is less than 20 mm, the hit rate of the true solution is about 98% , which meets the requirements of practical application. Compared with the traditional minimum solution calibration method, this paper uses checkerboard boundary constraints and observable spatial constraints to choose multiple solution sets, and optimizes the translation parameters. As a result, it can effectively improve the performance of the minimum solution calibration method.

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彭 梦,陈白帆,邓作杰,邬书跃.2D 激光雷达和摄像机最小解标定的 多解筛选及参数优化[J].仪器仪表学报,2021,(7):89-97

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  • 在线发布日期: 2023-06-28
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