Title :
Rigidity analysis from range image data for automatic inspection of filter components
Author :
Rodrigues, M.A. ; Liu, Y.
Author_Institution :
Dept. of Comput. Sci., Hull Univ., UK
Abstract :
Recent developments in computer vision and pattern recognition have enabled the development of sophisticated vision-based quality control systems for automatic inspection. We present a new geometrical analysis of rigid body transformation parameters from properties of reflected correspondence vectors. Based on this analysis, we propose a novel algorithm to calibrate transformation parameters of 3D objects in a fast production line of filter components. The algorithm performs a rigidity analysis from range images acquired from two cameras, making full use of distance and angle information providing a closed form solution to all parameters of interest. The method is used in conjunction with a decision support system where components falling outside specified thresholds are to be rejected. For a comparative study of algorithm performance, we also implemented a well known procedure for rigidity analysis based on quaternions. Experimental results demonstrate that our novel algorithm has a number of advantages over the quaternion method and that its performance is superior or similar to the quaternion method
Keywords :
automatic optical inspection; calibration; cameras; computer integrated manufacturing; computer vision; decision support systems; quality control; vectors; automatic filter component inspection; automatic inspection; calibration; cameras; computer vision; decision support system; experimental results; geometrical analysis; pattern recognition; quaternions; range image data; range images; reflected correspondence vectors; rigidity analysis; vision-based quality control; Algorithm design and analysis; Computer vision; Filters; Image analysis; Inspection; Pattern recognition; Performance analysis; Production; Quality control; Quaternions;
Conference_Titel :
Emerging Technologies and Factory Automation, 1999. Proceedings. ETFA '99. 1999 7th IEEE International Conference on
Conference_Location :
Barcelona
Print_ISBN :
0-7803-5670-5
DOI :
10.1109/ETFA.1999.815408