JOURNAL ARTICLE

FPGA implementation of a stereo matching processor based on window-parallel-and-pixel-parallel architecture

Abstract

This paper presents a processor architecture for high-speed and reliable stereo matching based on adaptive window-size control of SAD (sum of absolute differences) computation. To reduce its computational complexity, SADs are computed using images divided into nonoverlapping regions, and the matching result is iteratively refined by reducing a window size. Window-parallel-and-pixel-parallel architecture is also proposed to achieve to fully exploit the potential parallelism of the algorithm. The architecture also reduces the complexity of an interconnection network between memory and functional units based on the regularity of reference pixels. The stereo matching processor is implemented on an FPGA. Its performance is 80 times higher than that of a microprocessor (Pentium4@2GHz), and is enough to generate a 3D depth image at the video rate of 33MHz

Keywords:
Computer science Field-programmable gate array Window (computing) Pixel Parallel computing Matching (statistics) Computation Sliding window protocol Computational complexity theory Computer hardware Artificial intelligence Algorithm Mathematics

Metrics

23
Cited By
1.13
FWCI (Field Weighted Citation Impact)
6
Refs
0.80
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
CCD and CMOS Imaging Sensors
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Advanced Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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