基于单目视觉里程计的纯姿态测量算法设计
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TP391O439TH72

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国家自然科学基金(61427809)项目资助


Design of pure attitude measurement algorithm based on monocular visual odometer
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    摘要:

    针对不适用编码器等接触式旋转角度测量器件的场景设计一种基于单目视觉里程计的纯姿态测量算法,具有成本低、精度较好、不漂移的优点。为解决纯旋转条件下的应用问题,以经典单目视觉里程计算法为基础,通过给定深度,直接初始化,修改姿态的计算和优化算法,解决了其在纯旋转条件下无法工作的问题;针对摄像头无法精确安装于被测物体旋转中心的实际问题,建立了安装偏置模型,改进姿态测量算法,有效地解决安装偏置问题,同时提出一种离线测量方案,实现了对安装偏置参数的辨识。用高精度两轴转台验证算法的有效性。实验结果表明该算法在使用低成本摄像头时仍具有良好的综合性能,多自由度周角动态测量误差在05°以内。

    Abstract:

    Aiming at the sceneswhere contact rotation angle measurement devices such as decoding device are not applicable, apure attitude measurement algorithm based on monocular visual odometer is designed, which possesses the advantages of low cost, good precision and no drift. In order to solve the application problem in pure rotation condition,based on the classical monocular visual odometer algorithm,adopting the methods of assuming depth, direct initialization, modifying attitude calculation and optimizing algorithm, the problem that the camera cannot workin pure rotation condition is solved. Aiming at the practical problem that the camera cannot be accurately installed on the rotation center of the measured object, an installation bias model is established and the attitude measurement algorithm is improved, which effectively solve the installation bias problem. Meanwhile, an offline measurement schemeis proposed,with which the installation bias parameter identification is achieved. The effectiveness of the algorithm was verified with a highprecision twoaxis turntable. The experiment results show that the proposed algorithm still possesses good comprehensive performance even using lowcost cameras. The multidegreeoffreedom dynamic angle measurement error is within 05 degree.

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唐伟杰,陈松林.基于单目视觉里程计的纯姿态测量算法设计[J].仪器仪表学报,2019,40(5):249-256

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  • 在线发布日期: 2022-02-10
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