系统仿真学报 ›› 2017, Vol. 29 ›› Issue (10): 2323-2329.doi: 10.16182/j.issn1004731x.joss.201710013

• 仿真建模理论与方法 • 上一篇    下一篇

ToF深度相机测量误差校正模型

王乐, 罗宇, 王海宽, 费敏锐   

  1. 上海大学机电工程与自动化学院,上海市电站自动化技术重点实验室,上海 200072
  • 收稿日期:2017-05-20 发布日期:2020-06-04
  • 作者简介:王乐(1992-),女,上海,硕士生,研究方向为机器视觉;罗宇(1993-),男,上海,硕士生,研究方向为机器视觉;王海宽(1977-),男,上海,博士后,讲师,研究方向为嵌入式智能机器视觉。
  • 基金资助:
    上海市科委重大基础研究项目(14JC1402200)

Measurement Error Correction Model of ToF Depth Camera

Wang Le, Luo Yu, Wang Haikuan, Fei Minru   

  1. Shanghai Key Laboratory of Power Station Automation Technology, School of Mechatronic Engineering and Automation, Shanghai University, Shanghai 200072, China
  • Received:2017-05-20 Published:2020-06-04

摘要: 三维数据直观反映目标或场景的全貌信息,Time of Flight(ToF)深度相机能直接获取目标的三维信息,在机器人定位与导航、三维重建等方面被广泛使用。但因自身结构特点,深度相机获取的原始数据存在多种误差,成像出现畸变。实验对深度相机测量过程中出现的误差进行分析和总结,提出利用查表法和三次样条插值相结合的方法对非线性的深度偏移进行分段补偿,实现对非线性误差进行补偿。基于针孔模型提出一种数据校正模型,解决了成像过程中数据从球面坐标系转换到直角坐标系时出现的偏差,从而更好地复原真实场景中的深度数据。结果表明校正后的深度偏移和误差得到有效改善。

关键词: 图像处理, 三维数据, ToF相机, 数据校正, 误差补偿

Abstract: 3D data intuitively reflects the full view of the target or scene. Time of Flight (ToF) camera is a range imaging sensor that can provide 3D geometric information of targets immediately, thus it is widely applied in the robot positioning and navigation, 3D reconstruction and other aspects etc. Due to the operational principle of the camera itself, there are variety measurement errors of the source data obtained by ToF, resulting in image distortion. The measurement errors in the imaging process of ToF camera were analyzed and summarized, and the cubic spline interpolation method combined with look-up table was proposed to segment the compensation of the nonlinear depth offset to realize the adaptive error compensation process. A data correction model based on the pinhole model was proposed to tackle the data errors appeared during the process of coordinate transformation from Spherical Coordinate System to Cartesian Coordinate System, to restore the real scene more accurately. Experiment results show that the corrected depth data error and offset are effectively improved.

Key words: image processing, 3D Data, ToF camera, data correction, error compensation

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