Title :
Sobel mask operations using shared memory in CUDA environment
Author :
Ji Hoon Jo ; Sang Gu Lee
Author_Institution :
Dept. of Comput. Eng., Hannam Univ., Daejeon, South Korea
Abstract :
In this paper, we implement Sobel mask operations using shared memory in CUDA environment. In the conventional methods for mask operations using shared memory, there are some drawbacks of performance degradation as increasing the accesses on the global memory for image replications. Therefore, in this paper, we perform the replication operations on the global memory firstly and copy those blocks to the shared memory, and finally process Sobel mask operations. The proposed algorithm minimizes the number of accessing to the global memory, so we get the higher speed-up factor about 30% as compared as the conventional algorithms.
Keywords :
parallel architectures; performance evaluation; shared memory systems; CUDA environment; Sobel mask operations; global memory; image replications; performance degradation; shared memory; speed-up factor; CUDA; GPGPU; Parallel Processing; Shared Memory; Sobel Mask;
Conference_Titel :
Information Science and Service Science and Data Mining (ISSDM), 2012 6th International Conference on New Trends in
Conference_Location :
Taipei
Print_ISBN :
978-1-4673-0876-2