DocumentCode :
3384405
Title :
A 30fps stereo matching processor based on belief propagation with disparity-parallel PE array architecture
Author :
Park, Junyoung ; Lee, Seungjin ; Yoo, Hoi-Jun
Author_Institution :
Dept. of Electr. Eng., KAIST, Daejeon, South Korea
fYear :
2010
fDate :
May 30 2010-June 2 2010
Firstpage :
453
Lastpage :
456
Abstract :
In this paper, we propose a real-time stereo matching processor based on the belief propagation algorithm. Computationally complex message construction is accelerated by a disparity-parallel PE array architecture, which calculates messages for all disparity levels (1-32) in parallel. A tile-based belief propagation approach reduces the on-chip memory requirements by 95.4% compared to the previous works. In addition, a two-level on-chip buffer and memory access pipelining enable high PE utilization of 89%. As a result, the message construction rate of the PEs is increased by 6.45x compared to previous works. The fabricated processor in a 0.18um CMOS process achieves 30 fps performance for QVGA (320×240) video inputs at 200 MHz operating frequency.
Keywords :
CMOS memory circuits; belief networks; digital signal processing chips; image matching; parallel architectures; pipeline processing; real-time systems; stereo image processing; 30 fps stereo matching processor; CMOS; QVGA 320×240 video inputs; complex message construction; disparity parallel PE array architecture; frequency 200 MHz; memory access pipelining; on-chip memory requirements; real-time stereo matching processor; size 0.18 micron; tile based belief propagation approach; Belief propagation; Calibration; Computational complexity; Computer architecture; Costs; Dynamic programming; Image reconstruction; Real time systems; Robustness; Stereo vision;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems (ISCAS), Proceedings of 2010 IEEE International Symposium on
Conference_Location :
Paris
Print_ISBN :
978-1-4244-5308-5
Electronic_ISBN :
978-1-4244-5309-2
Type :
conf
DOI :
10.1109/ISCAS.2010.5537657
Filename :
5537657
Link To Document :
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