论文标题

OpenCalib:用于自动驾驶的多传感器校准工具箱

OpenCalib: A Multi-sensor Calibration Toolbox for Autonomous Driving

论文作者

Yan, Guohang, Zhuochun, Liu, Wang, Chengjie, Shi, Chunlei, Wei, Pengjin, Cai, Xinyu, Ma, Tao, Liu, Zhizheng, Zhong, Zebin, Liu, Yuqian, Zhao, Ming, Ma, Zheng, Li, Yikang

论文摘要

准确的传感器校准是自动驾驶汽车多传感器感知和本地化系统的先决条件。传感器的固有参数校准是获得传感器内的映射关系,外部参数校准是将两个或多个传感器转换为统一的空间坐标系。安装后,大多数传感器都需要校准,以确保传感器测量的准确性。为此,我们提出了OpenCalib,这是一种校准工具箱,其中包含一组丰富的各种传感器校准方法。 OpenCalib涵盖了手动校准工具,自动校准工具,工厂校准工具以及用于不同应用程序场景的在线校准工具。同时,为了评估校准精度并随后提高了校准算法的准确性,我们发布了相应的基准数据集。本文介绍了此工具箱的各种功能和校准方法。据我们所知,这是第一个开放式校准代码库,该校准代码库包含该区域中与自动驾驶相关的完整校准方法。我们希望该工具箱有助于自主驱动研究人员。我们已经在Github上开源代码,以使社区受益。代码可从https://github.com/pjlab-adg/sensorscalibration获得。

Accurate sensor calibration is a prerequisite for multi-sensor perception and localization systems for autonomous vehicles. The intrinsic parameter calibration of the sensor is to obtain the mapping relationship inside the sensor, and the extrinsic parameter calibration is to transform two or more sensors into a unified spatial coordinate system. Most sensors need to be calibrated after installation to ensure the accuracy of sensor measurements. To this end, we present OpenCalib, a calibration toolbox that contains a rich set of various sensor calibration methods. OpenCalib covers manual calibration tools, automatic calibration tools, factory calibration tools, and online calibration tools for different application scenarios. At the same time, to evaluate the calibration accuracy and subsequently improve the accuracy of the calibration algorithm, we released a corresponding benchmark dataset. This paper introduces various features and calibration methods of this toolbox. To our knowledge, this is the first open-sourced calibration codebase containing the full set of autonomous-driving-related calibration approaches in this area. We wish that the toolbox could be helpful to autonomous driving researchers. We have open-sourced our code on GitHub to benefit the community. Code is available at https://github.com/PJLab-ADG/SensorsCalibration.

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