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多核环境下的图像分割并行算法研究
引用本文:刘张桥,王成良,焦晓军.多核环境下的图像分割并行算法研究[J].计算机工程,2011,37(15):197-200.
作者姓名:刘张桥  王成良  焦晓军
作者单位:1. 重庆大学计算机学院,重庆,400044
2. 重庆大学软件学院,重庆,400044
3. 重庆大学计算机学院,重庆,400044;重庆科技学院电气与信息工程学院,重庆,401331
基金项目:重庆市科技攻关计划基金
摘    要:对多核环境下的图像分割并行算法进行研究,在基于正交小波分解的多分辨率图像锥中引入模糊C-均值(FCM)算法,采用OpenMP语言设计P-FCM多核并行模型,并给出该模型的算法实现步骤。在对初始图像数据预处理时,采用矩形块数据分割法进行图像分块,将分块后的子图像数据作为并行运算时的输入数据由主线程分给不同的处理器。实验结果表明,在处理较大图像时,该算法效率较高。

关 键 词:图像分割  多核处理器  OpenMP语言  模糊C-均值算法
收稿时间:2011-02-18

Research of Parallel Algorithm for Image Segmentation Under Multi-core Environment
LIU Zhang-qiao,WANG Cheng-liang,JIAO Xiao-jun.Research of Parallel Algorithm for Image Segmentation Under Multi-core Environment[J].Computer Engineering,2011,37(15):197-200.
Authors:LIU Zhang-qiao  WANG Cheng-liang  JIAO Xiao-jun
Affiliation:1a,2(1a.College of Computer Science;1b.School of Software Engineering,Chongqing University,Chongqing 400044,China;2.School of Electrical & Information Engineering,Chongqing University of Science & Technology,Chongqing 401331,China)
Abstract:This paper studies the parallel algorithm for image segmentation under multi-core environment. It combines the multiresolution image pyramid based on the orthogonal wavelet decomposition with the Fuzzy C-means(FCM) clUstering algorithm, and achieves the multi-processor and multi-threaded parallel model of P-FCM with the parallel language of OpenME It gives the algorithm implementation of the model. For the original image data preprocessing, the parallel method of rectangular block is used to divide the original image data into sub-rectangular data blocks, which will be used as the input data and assigned to different processor by the mater thread for the parallel computing. Experimental results show that, in dealing with the large size images, this algorithm has high efficiency.
Keywords:image segmentation  multi-core processor  OpenMP  Fuzzy C-means(FCM) algorithm
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