DocumentCode :
1817857
Title :
A Fast and Accurate Tensor-based Optical Flow Algorithm Implemented in FPGA
Author :
Zhaoyi Wei ; Dah-Jye Lee ; Nelson, B. ; Martineau, M. ; Zhaoyi Wei ; Dah-Jye Lee ; Martineau, M.
Author_Institution :
Dept. of Electr. & Comput. Eng., Brigham Young Univ., Provo, UT
fYear :
2007
fDate :
21-22 Feb. 2007
Firstpage :
18
Lastpage :
18
Abstract :
Many computer vision applications require real-time processing of image data. This requirement is especially critical for autonomous vehicles performing obstacle avoidance, path planning, and target tracking tasks. A quickly calculated and relatively rough motion estimate is more useful for autonomous navigation than a more accurate, but slowly calculated estimate. Recent technology advancements in small unmanned air and ground vehicles make many low-cost surveillance and military applications possible. Most of these applications demand a low power, compact, light weight, and high speed computation platform for processing image data in real time. In most cases, the traditional general purpose processor and sequentially executed software approach does not meet these requirements. In this paper, a tensor-based optical flow algorithm is modified and implemented using field programmable gate array (FPGA) for small unmanned vehicle obstacle avoidance and navigation
Keywords :
collision avoidance; computer vision; field programmable gate arrays; image sequences; motion estimation; remotely operated vehicles; tensors; video surveillance; FPGA; air vehicles; autonomous navigation; autonomous vehicles; computer vision; field programmable gate array; ground vehicles; image processing; low cost surveillance; military applications; obstacle avoidance; path planning; real-time processing; target tracking; tensor based optical flow algorithm; Application software; Computer vision; Field programmable gate arrays; High speed optical techniques; Image motion analysis; Military computing; Motion estimation; Navigation; Optical arrays; Remotely operated vehicles;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Applications of Computer Vision, 2007. WACV '07. IEEE Workshop on
Conference_Location :
Austin, TX
ISSN :
1550-5790
Print_ISBN :
0-7695-2794-9
Type :
conf
DOI :
10.1109/WACV.2007.5
Filename :
4118747
Link To Document :
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