Ya-Jing Wu, Bing-Lin Ho, Hao-Yuan Lin, Ju-Yi Lee, M. Ou‐Yang
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引用次数: 1
摘要
三维结构光扫描仪在高速、自动化的质量控制中得到了广泛的应用。大量的科学研究报道了扫描仪的可获得精度和精度差异很大,相机标定不完善是扫描仪误差的主要来源。实际上,由德国工程师协会和电气工程、电子和信息技术协会提出的VDI/VDE 2634指南已被用于评估立体视觉系统的精度。然而,摄像机参数和视差图对VDI/VDE 2634准则测试结果的灵敏度尚未得到很好的评价。本文提出了一种基于立体视觉原理、蒙特卡罗方法和VDI/VDE 2634 Part 2指南的灵敏度分析方法。模拟了7种不同排列方式下球棒人工制品的点云结果,计算了球直径、球形和球间距的尺寸。仿真结果表明,球距越远,系统误差越大,焦距和视差图的偏差对三维点云重建有较大影响。此外,测量不同视场深度下的球杆伪影可以有效地得出三维结构光扫描仪的最大允许误差(MPE)。
Analysis of Geometric Distortion for Stereo Vision System by VDI/VDE 2634 Guideline
3D structured light scanners have been widely applied in the industry for high-speed and automatic quality control. A lot of scientific research reported that the obtainable accuracy and precision of the scanner vary considerably, and imperfect camera calibration is the main error source in the scanners. Actually, the VDI/VDE 2634 guideline, proposed by Association of German Engineers and Association for Electrical Engineering, Electronics and Information Technologies, has been used for evaluating the accuracy of stereo vision systems. However, the sensitivities of the camera parameters and disparity map for the test results of VDI/VDE 2634 guideline have not been well evaluated. This paper proposes a method for sensitivity analysis based on the principle of stereo vision, Monte Carlo method and VDI/VDE 2634 Part 2 guideline. We simulate the point cloud result of the ball bar artefact with 7 different arrangements and calculate the dimension of sphere diameter, sphere form and sphere-spacing. The simulation results show that the farther ball would have greater systematic error, and the deviation of the focal length and the disparity map would considerably affect the 3D point cloud reconstruction. Moreover, measurement of the ball bar artefact at the different depths of view would efficiently derive the maximum permissible error (MPE) of 3D structured light scanners.