DocumentCode
2180961
Title
Real-time GPU-based local stereo matching method
Author
Jinglin Zhang ; Nezan, Jean-Francois ; Pelcat, Maxime ; Cousin, Jean-Gabriel
Author_Institution
IETR, Univ. Eur. de Bretagne, Rennes, France
fYear
2013
fDate
8-10 Oct. 2013
Firstpage
209
Lastpage
214
Abstract
Stereo matching techniques aim at reconstruct the disparity maps with a pair of images. This paper propose a real-time stereo matching algorithm optimized for GPU platform. Our method first constructs the matching cost by combining measure of truncated absolute difference (TAD) cost and census cost; then we aggregates matching costs using adaptive weight method and iterates with square step size in the horizontal and vertical pass. In addition, we implement our algorithm on GPU platform using a high level compiler HMPP (Hybrid Multicore Parallel Programming) which greatly reduces the development time and make use of the parallel computing of GPU device with CUDA (Compute Unified Device Architecture)/OpenCL (Open Computing Language). The GPU-based implementation of our method obtains 20 fps on a general laptop´s GPU satisfying real-time requirement.
Keywords
graphics processing units; image matching; parallel architectures; parallel programming; program compilers; real-time systems; stereo image processing; CUDA; GPU device; GPU platform; GPU-based implementation; OpenCL; TAD cost; adaptive weight method; census cost; compute unified device architecture; disparity maps; high level compiler HMPP; horizontal pass; hybrid multicore parallel programming; laptop GPU; matching cost; open computing language; parallel computing; real-time GPU-based local stereo matching method; real-time stereo matching algorithm; truncated absolute difference; vertical pass; Accuracy; Databases; Graphics processing units; Kernel; Parallel processing; Programming; Real-time systems; Census; GPU; HMPP; Stereo Matching; adaptive weight;
fLanguage
English
Publisher
ieee
Conference_Titel
Design and Architectures for Signal and Image Processing (DASIP), 2013 Conference on
Conference_Location
Cagliari
Type
conf
Filename
6661544
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