JOURNAL ARTICLE

FPGA Implementation of a Stereo Matching Processor Based on Window-Parallel-and-Pixel-Parallel Architecture

Masanori Hariyama

Year: 2005 Journal:   IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences Vol: E88-A (12)Pages: 3516-3522   Publisher: Institute of Electronics, Information and Communication Engineers

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 non-overlapping 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 ([email protected] GHz), and is enough to generate a 3-D depth image at the video rate of 33 MHz.

Keywords:
Window (computing) Field-programmable gate array Computer science Architecture Parallel computing Matching (statistics) Pixel Computer architecture Computer hardware Artificial intelligence Mathematics Geography Operating system

Metrics

25
Cited By
1.98
FWCI (Field Weighted Citation Impact)
0
Refs
0.87
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
Image Enhancement Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
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