Improved FDCM in Laser Scanning Inspection System for Workpiece Deformation

被引:0
|
作者
Huang, Yibin [1 ]
Guo, Yue [1 ]
Yuan, Kui [1 ]
机构
[1] Univ Chinese Acad Sci, Inst Automat, Chinese Acad Sci, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Fast Directional Chamfer Matching; inspection; laser Scanning; registration;
D O I
暂无
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Three-dimensional (3D) inspection based on machine vision is high-precision and efficient. In this paper, a laser scanning system using the triangulation measurement is designed to obtain dense point clouds of the workpiece surface, and the point clouds are projected to two-dimensional (2D) range images. Fast Directional Chamfer Matching (FDCM) is a reliable algorithm for object detection and localization, and it is improved to accelerate the time-consuming 3D registration. Although the author of FDCM greatly improved the directional chamfer matching, it remains very slow in practice. We mainly improved the line fitting process and distance transform in this algorithm, and they greatly accelerate the scanning process. Experimental results show that the scanning system with the improved algorithm can highlight the deformation of the workpiece in real time.
引用
收藏
页码:611 / 616
页数:6
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