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Parallel image processing with CUDA and OpenGL
Mahmoudi, Sidi; Manneback, Pierre; Lecron, Fabian et al.
20091st scientific workshop, open network for high-performance computing on complex environments, action cost 805, Lisbon, Portugal
 

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Abstract :
[en] The motivation of our work is to demonstrate the interest of the GPU exploitation using CUDA and OpenGL for boosting performances of image processing algorithms. This concern is particularly important for a broad set of applications, such as real-time video processing, motion analysis, etc. We have implemented several algorithms such as geometrical transformations, removing noise, Gaussian smoothing, edge detection. These algorithms have been applied on high resolution and medical images. We propose a development scheme based upon CUDA for parallel constructs and OpenGL for visualization, which reduces data transfer between device and host memories. Experimental results have been conducted on several platforms, e.g. GPU GeForce8600 and GPU GTX280, showing a global speedup ranging from 20 to 60, by comparison with a standard CPU implementation.
Disciplines :
Computer science
Author, co-author :
Mahmoudi, Sidi  ;  Université de Mons > Faculté Polytechnique > Informatique, Logiciel et Intelligence artificielle
Manneback, Pierre ;  Université de Mons > Faculté Polytechnique > Informatique, Logiciel et Intelligence artificielle
Lecron, Fabian ;  Université de Mons > Faculté Polytechnique > Informatique, Logiciel et Intelligence artificielle
Benjelloun, Mohammed ;  Université de Mons > Faculté Polytechnique > Informatique, Logiciel et Intelligence artificielle
Mahmoudi, Said  ;  Université de Mons > Faculté Polytechnique > Informatique, Logiciel et Intelligence artificielle
Language :
English
Title :
Parallel image processing with CUDA and OpenGL
Publication date :
19 October 2009
Number of pages :
1
Event name :
1st scientific workshop, open network for high-performance computing on complex environments, action cost 805, Lisbon, Portugal
Event place :
Lisbon, Portugal
Research unit :
F114 - Informatique, Logiciel et Intelligence artificielle
Research institute :
R300 - Institut de Recherche en Technologies de l'Information et Sciences de l'Informatique
R450 - Institut NUMEDIART pour les Technologies des Arts Numériques
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since 23 December 2010

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