2015 · 16 citations · 6 references
EngineeringComputer EngineeringComputer ScienceComputer VisionField-programmable Gate ArraysReconfigurable ComputingAccelerator ArchitectureField-programmable Gate Array ArchitectureFpga ArchitectureGraphics Processing UnitsHardware AccelerationStereo VisionAccuracy-computational Cost TradeoffCorrespondence MatchingField-programmable Gate Array AccelerationField-programmable Gate Array AcceleratorsImage Processing UnitsPhase CorrelationStereo CorrespondenceStereo Matching
This paper proposes a Field Programmable Gate Array (FPGA) 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 an object using stereo vision. The drawback of the POC-based approach is its high computational cost. To address this problem, we propose an FPGA implementation of the POCbased correspondence matching. To design the accelerator efficiently, the OpenCL-based design tool is used which allows us to reuse the existing code for Graphics Processing Units (GPUs). Although reusing the OpenCL code for GPUs, optimizing the code for FPGAs is a tough problem because the architectures of GPUs and FPGAs are completely different. The major contribution of this paper is to address the optimization technologies of an OpenCL-based FPGA accelerator. The implementation results demonstrate that the FPGA implementation has the almost same speed as well as much higher energy efficiency.
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Computer vision: algorithms and applications
Choice Reviews Online · 2011 · 4K citations
The phase correlation image alignment method
C. D. Kuglin · Medical Entomology and Zoology · 1975 · 1.1K citations
Aaftab Munshi · 2009 · 644 citations
High-Accuracy Subpixel Image Registration Based on Phase-Only Correlation
Kenji Takita, Takafumi Aoki, Yoshifumi Sasaki et al. · 2003 · 305 citations
Arts, Radiology, Biomedical Imaging +11