DocumentCode :
598095
Title :
GPU implementation of phase-based stereo correspondence and its application
Author :
Miura, Masaki ; Fudano, K. ; Ito, Kei ; Aoki, Toyohiro ; Takizawa, Hiroyuki ; Kobayashi, Hideo
Author_Institution :
Grad. Sch. of Inf. Sci., Tohoku Univ., Sendai, Japan
fYear :
2012
fDate :
Sept. 30 2012-Oct. 3 2012
Firstpage :
1697
Lastpage :
1700
Abstract :
This paper proposes a Graphics Processing Unit (GPU) implementation of the stereo correspondence matching using Phase-Only Correlation (POC). The use of high-accuracy stereo correspondence matching based on POC makes it possible to measure accurate 3D shape of the object using stereo vision, while the drawback of POC-based approach is its high computational cost. Addressing this problem, we propose a GPU implementation of POC-based correspondence matching. Through a set of experiments using a variety of GPUs, we demonstrate that the proposed implementation is high-speed and high-efficiency compared with the CPU implementation. We also apply the proposed approach to a real-time 3D measurement system.
Keywords :
graphics processing units; image matching; object recognition; shape measurement; stereo image processing; CPU implementation; GPU implementation; POC-based approach; POC-based correspondence matching; computational cost; graphics processing unit; high-accuracy stereo correspondence matching; object 3D shape measurement; phase-based stereo correspondence; phase-only correlation approach; real-time 3D measurement system; stereo vision; Cameras; Correlation; Face; Graphics processing units; Kernel; Real-time systems; Stereo vision; GPU; phaseonly correlation; real-time 3D measurement; stereo correspondence; stereo vision;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2012 19th IEEE International Conference on
Conference_Location :
Orlando, FL
ISSN :
1522-4880
Print_ISBN :
978-1-4673-2534-9
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2012.6467205
Filename :
6467205
Link To Document :
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