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Image and Video Processing on Parallel (GPU) and Heterogeneous Architectures.
Mahmoudi, Sidi; Manneback, Pierre
20122nd Workshop of COST 0805 Open Network for High-Performance Computing on Complex Environments
 

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Keywords :
[en] Hetrogeneous computing; [en] vertebra segmentation; [en] features extraction; [en] GPU; [en] motion tracking
Abstract :
[en] Image and video processing algorithms represent an efficient tool for features extraction, event detection and motion tracking methods. However, these algorithms are seriously hampered by their high consumption of both computing power and memory when processing large sets of high resolution images or videos. Therefore, we present an heterogeneous implementation of several image features extraction algorithms (edge and corner detection) which enabled to boost firstly performance of a medical application of vertebra segmentation, and secondly performance of an application of image and video indexation. We propose also an efficient GPU implementation of a motion tracking method, based on computing optical flow vectors of detected corners. Experimentations have been conducted using different sets of high reslution images and videos, showing a global speedup ranging from 10 to 50 by comparison with CPU implementations.
Disciplines :
Computer science
Electrical & electronics engineering
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
Language :
English
Title :
Image and Video Processing on Parallel (GPU) and Heterogeneous Architectures.
Publication date :
26 January 2012
Number of pages :
1
Event name :
2nd Workshop of COST 0805 Open Network for High-Performance Computing on Complex Environments
Event place :
Timisoara, Romania
Event date :
2012
Research institute :
R450 - Institut NUMEDIART pour les Technologies des Arts Numériques
Available on ORBi UMONS :
since 30 January 2012

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