Parallel acceleration of large scale dynamic vision measurement system

被引:0
|
作者
Dong, Ming-Li [1 ]
Xu, Xiao-Chen [1 ]
Wang, Jun [1 ]
Sun, Peng [1 ,2 ]
Yan, Bi-Xi [1 ]
机构
[1] Beijing Key Laboratory of Optoelectronic Test Technology, Beijing Information Science & Technology University, Beijing,100192, China
[2] Institute of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing,100876, China
来源
Guangxue Jingmi Gongcheng/Optics and Precision Engineering | 2015年 / 23卷 / 10期
关键词
Code recognition - Dynamic vision - Large-scale dynamics - Large-scale measurement - Operation optimization - Parallel optimization - Target location - Vision measurement;
D O I
10.3788/OPE.20152310.2909
中图分类号
学科分类号
摘要
As existing large scale dynamic vision measurement systems based on large amount of data processing and computing have a lower data processing speed, a high speed and large scale dynamic vision measurement system was proposed. The parallel optimization techniques involving in the system such as target locating, code detecting, camera orientation and other systematic algorithms were researched. Firstly, time consumptions of corresponding key algorithms under different considerations were analyzed. Then, the traditional target centroid and code detecting algorithms were introduced, their parallelisms were analysis, and the fast target center location algorithm and code recognition algorithm under the general parallel architecture were put forward. Moreover, the implement methods of the two parallel algorithms were explained in detail. Finally, the Warp Atom Operation Optimization (WAOO) method for massive atomic operations was proposed. The experimental results under the same location precision and recognition rate show that the processing time is reduced by 42% and 91% for 300 and 20 000 targets respectively when the parallel algorithm is used to replace the traditional serial algorithm. The algorithms proposed in this paper are verified effective in accelerating the processing speed and improving the real-time problem in large scale vision measurement systems. © 2015, SCIENCE PRESS. All right reserved.
引用
收藏
页码:2909 / 2918
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