Title :
SIMD, SMP and MIMD-DM parallel approaches for real-time 2D image stabilization
Author :
DERUTIN, Jean Pierre ; DIAS, Fábio ; Damez, Lionel ; Allezard, Nicolas
Author_Institution :
Lab. des Sci. et Materiaux pour l´´Electronique et d´´Automatique, Univ. Blaise Pascal, Clermont-Ferrand, France
Abstract :
We present a real-time image stabilization method, based on a 2D motion model and different levels of parallel implementation. This stabilization method is decomposed into three main parts. First, the image matching is determined by a feature-based technique, then the motion between consecutive frames is estimated and filtered to extract the unwanted motion component. This component is finally used to correct (warp) the images, resulting in a stable sequence. To validate our stabilization approach in a real-time on-board system context, the algorithm was implemented and tested over different hardware platforms, allowing a performance evaluation in function of the adopted architecture. In this paper, we present some of the results, concerning the parallel implementation of the algorithm, using the MW ALTIVEC® instructions set, a symmetric multi-processor (SMP) architecture and MIMD-DM architecture.
Keywords :
image matching; motion estimation; parallel processing; real-time systems; 2D motion model; MIMD-DM architecture; SIMD ALTIVEC instructions set; SIMD instructions; SMP architecture; image matching; motion estimation; parallel implementation; real-time 2D image stabilization; real-time on-board system context; symmetric multiprocessor architecture; Cameras; Computer architecture; Hardware; Image matching; Layout; Machine vision; Motion estimation; Real time systems; Robot vision systems; Vehicles;
Conference_Titel :
Computer Architecture for Machine Perception, 2005. CAMP 2005. Proceedings. Seventh International Workshop on
Print_ISBN :
0-7695-2255-6
DOI :
10.1109/CAMP.2005.48