DocumentCode
3129261
Title
Robust weld line detection with cross structured light and Hidden Markov Model
Author
Zhang, Liguo ; Jiao, Jianbin ; Ye, Qixiang ; Han, Zhenjun ; Yang, Wei
Author_Institution
Grad. Univ. of Chinese Acad. of Sci., Beijing, China
fYear
2012
fDate
5-8 Aug. 2012
Firstpage
1411
Lastpage
1416
Abstract
In this paper, we propose a vision-based weld line detection system with cross structured light (CSL) and Hidden Markov Model (HMM). Our consideration is that the laser stripes projected by CSL can reflect the convex shapes of weld lines, capture horizontal and vertical weld lines simultaneously and are insensitive to illumination changes. The Hidden Markov Model filters out various noises on the weldment surface and then detects laser stripes precisely, which guarantees the accuracy of weld line location. Experiments on practical and simulated datasets show that the results of our approach have great improvement to classical Hough transform based method.
Keywords
hidden Markov models; inspection; object detection; production engineering computing; welding; CSL; HMM; automatic weld inspection systems; classical Hough transform based method; cross structured light; hidden Markov model; laser stripes; robust weld line detection; weldment surface; Hidden Markov models; Image edge detection; Laser modes; Laser noise; Surface emitting lasers; Transforms; Welding; Cross structured light; HMM; Weld line detection;
fLanguage
English
Publisher
ieee
Conference_Titel
Mechatronics and Automation (ICMA), 2012 International Conference on
Conference_Location
Chengdu
Print_ISBN
978-1-4673-1275-2
Type
conf
DOI
10.1109/ICMA.2012.6284343
Filename
6284343
Link To Document