arXiv:2511.06611cs.CVcs.RO2025-11

提升激光雷达与相机标定中圆心测量精度

Accurate Measurement of 3D and 2D Circular Centers With Application to LiDAR-Camera Extrinsic Calibration

  • 用几何代数结合RANSAC同时估计3D圆心、法向和半径
  • 2D投影圆心通过弦长方差准则计算,误差更小
  • 适用于高精度传感器标定,尤其对部分遮挡数据鲁棒

在基于圆形靶标的激光雷达-相机外参标定中,从激光雷达获取的3D圆心与图像中投影的2D圆心是跨模态几何观测的关键。传统方法存在偏差:3D圆心通常通过平面拟合、点投影和2D圆拟合分步获得;而图像中的椭圆中心常被直接当作投影圆心,但在透视投影下二者通常不一致。本文提出一种基于共形几何代数的估计算法,结合RANSAC,从噪声或部分观测的激光点云中联合恢复3D圆心、法向和半径;随后利用弦长方差准则估计2D投影中心,并通过单应性验证或准RANSAC fallback解决其双重歧义。合成与真实传感器实验表明,该方法显著提升圆心测量精度,降低不同目标与传感器配置下的外参标定误差。

原文摘要 · Abstract (English)

Accurate measurement of circular centers is a fun-damental geometric sensing problem in instrumentation and measurement tasks involving cameras, LiDARs, and other spa-tial sensors. In circular-target-based LiDAR-camera extrinsic calibration, a 3D circular center measured from LiDAR and its corresponding 2D projected center measured in the image serve as cross-modal geometric observations for estimating the rigid transformation between the two sensor frames. Conven-tional pipelines can bias both measurements: the 3D center is often obtained by sequential plane fitting, point projection, and 2D circle fitting, while the image ellipse center is frequently treated as the projected circle center even though the two generally differ under perspective projection. This paper focuses on accurate 3D and 2D circular-center measurement and uses LiDAR-camera extrinsic calibration as a representative applica-tion. A conformal-geometric-algebra estimator is integrated with RANSAC to jointly recover the 3D center, normal, and radius from noisy or partially observed LiDAR points. A chord-length-variance criterion then estimates the 2D projected center, with its twofold ambiguity resolved by homography validation or a quasi-RANSAC fallback. Synthetic and real-sensor experiments show that the proposed method improves circular-center measurement accuracy and reduces extrinsic calibration error across different target and sensor configurations.

三维测量传感器标定几何代数

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