Error Analysis and Accuracy Optimization for the Hand-eye Calibration of Line Structured Light

Author:

Lu Yuwei,Zhang Jianguang,Yin Lizhao,Luo Jie,Dai Wei,Qin Shilin

Abstract

Abstract The rapid development of machine vision technology in recent years has resulted in applications in engineering scenarios such as weld tracking, visual measurement, and precision gripping. Focusing on the fundamental steps of applying machine vision technology, the “hand-eye calibration” process is analyzed based on scenarios with a line-structured light camera and calibration ball. We found out that noise and camera pose are the main sources of calibration error. To address these issues, an improved K-medoids noise pre-processing algorithm and a camera shooting attitude control scheme are proposed and applied. The experimental results showed that when the radius of the tangent circle/radius of the calibration sphere approximates 0.618, the root means a square error of the repeatability accuracy of hand-eye calibration could be controlled within 0.23 mm, which fully meets the application requirement. Considering the low cost of line-structured light cameras, the findings of this study contribute to the large-scale diffusion of machine vision technology in engineering practices.

Publisher

IOP Publishing

Subject

Computer Science Applications,History,Education

Reference22 articles.

1. Weld Seam Tracking Based on Laser Imaging Binary Image Preprocessing;Ye,2021

2. Detection Scheme of Volume of Repair of Engineering Equipment Based on Line Structured Light;Liu,2020

3. Dual-Arm In-Hand Manipulation Using Visual Feedback;Cruciani,2019

4. An Initial Point Alignment and Seam-Tracking System for Narrow Weld.;Fan;IEEE Transactions on Industrial Informatics,2019

5. An adaptive feature extraction algorithm for multiple typical seam tracking based on vision sensor in robotic arc welding.;Xiao;Sensors and Actuators A: Physical,2019

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. GBEC: Geometry-Based Hand-Eye Calibration;2024 IEEE International Conference on Robotics and Automation (ICRA);2024-05-13

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