中文版 | English
Title

Post-Processing Refinement for Semi-Global Matching Algorithm Based on Real-Time FPGA

Author
DOI
Publication Years
2022
Conference Name
35th IEEE International System-on-Chip Conference (SOCC)
ISSN
2164-1676
EISSN
2164-1706
ISBN
978-1-6654-5986-0
Source Title
Pages
1-5
Conference Date
5-8 Sept. 2022
Conference Place
Belfast, United Kingdom
Publication Place
345 E 47TH ST, NEW YORK, NY 10017 USA
Publisher
Abstract
The Semi-Global Matching (SGM) algorithms and their hardware accelerators, which emphasize stereo matching rather than occlusion filling, have been developed in the last few years. However, filling occlusions is indispensable for many real-world applications. This work presents a pixel-level pipeline architecture for the post-processing of SGM, which refines disparity through a left-right check, and multi-directional occlusion filling refinement. The hardware architecture based on optimization algorithms is on the Stratix-IV platform, and it consumes about 5720 LUTs, 12961 registers, and 2.15M bits of on-chip memory. The maximum working frequency can reach up to 95.15 MHz for the 640x480 resolution video and 128 disparity range with the power dissipation of 1.46 W and 320 frames per second processing speed.
Keywords
SUSTech Authorship
First
Language
English
URL[Source Record]
Indexed By
Funding Project
Shenzhen Science and Technology Innovation Commission["JSGG20200102162401765","K2021390006","K2021390007"]
WOS Research Area
Computer Science ; Engineering
WOS Subject
Computer Science, Hardware & Architecture ; Engineering, Electrical & Electronic
WOS Accession No
WOS:000885041700012
Data Source
IEEE
PDF urlhttps://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9908134
Citation statistics
Cited Times [WOS]:0
Document TypeConference paper
Identifierhttp://kc.sustech.edu.cn/handle/2SGJ60CL/406463
DepartmentSUSTech Institute of Microelectronics
Affiliation
1.School of Microelectronics, Southern University of Science and Technology
2.Engineering Research Center of Integrated Circuits for Next-Generation Communications, Ministry of Education, Southern University of Science and Technology, Shenzhen, China
First Author AffilicationSUSTech Institute of Microelectronics
First Author's First AffilicationSUSTech Institute of Microelectronics
Recommended Citation
GB/T 7714
Yunhao Ma,Xiwei Fang,Pingcheng Dong,et al. Post-Processing Refinement for Semi-Global Matching Algorithm Based on Real-Time FPGA[C]. 345 E 47TH ST, NEW YORK, NY 10017 USA:IEEE,2022:1-5.
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