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A Workpiece Localization Method for Robotic De-Palletizing Based on Region Growing and PPHT

Authors :
Jinquan Li
Jia Kang
Zhe Chen
Fang Cui
Zixuan Fan
Source :
IEEE Access, Vol 8, Pp 166365-166376 (2020)
Publication Year :
2020
Publisher :
IEEE, 2020.

Abstract

Aiming at the problem that the robot de-palletizing task is difficult to accomplish under unstable ambient light, a two-step method is proposed to realize the localization of workpieces, which in this work are woven bags. To begin with, Region Growing method is used to extract the whole target region in the original image, and the relationship model between image intensity and the optimal Region Growing threshold is established. Then, Progressive Probabilistic Hough Transform(PPHT) is used to locate each woven bag. To improve the system performance, the optimal parameters of the PPHT function in different illumination intervals are determined. Finally, experiments are conducted to verify the effectiveness of the proposed method. Experiment results demonstrate this method is robust and feasible.

Details

Language :
English
ISSN :
21693536
Volume :
8
Database :
Directory of Open Access Journals
Journal :
IEEE Access
Publication Type :
Academic Journal
Accession number :
edsdoj.9396b0dd76cb4fc8a085c5a7800b4b20
Document Type :
article
Full Text :
https://doi.org/10.1109/ACCESS.2020.3022906