Title :
FPGA-based hardware implementation of optical flow constraint equation of Horn and Schunck
Author :
Rustam, Ruzali ; Hamid, Nor Hisham ; Hussin, Fawnizu Azmadi
Author_Institution :
Electr. & Electron. Eng. Dept., Univ. Teknol. Petronas, Tronoh, Malaysia
Abstract :
In hardware implementation, there are different architectures that can represent the same algorithm into hardware. The different architectures are usually caused by using different number representations. In this work, two hardware architectures of optical flow constraint equation of Horn and Schunck (OFCE-HS) are presented and compared. The first architecture (OFCE-HS MZ) is previous work using full integer number to represent the architecture. The second architecture (OFCE-HS RH) is our work using combination between integer and fraction number to represent the architecture. Hardware designs of the architectures are performed using Xilinx System Generator through HW-SW co-simulation scheme. As a result, our proposed work has better performance compared to the previous work. It has the ability to reduce noise as well as hardware resources.
Keywords :
field programmable gate arrays; hardware-software codesign; image denoising; image sequences; FPGA-based hardware implementation; HW-SW cosimulation scheme; Horn-Schunck equation; OFCE-HS MZ architecture; OFCE-HS RH architecture; Xilinx System Generator; field programmable gate array; full integer number; hardware-software cosimulation; noise reduction; number representation; optical flow constraint equation; Adaptive optics; Computer architecture; Computer vision; Hardware; Image motion analysis; Integrated optics; Optical imaging; FPGA; HW-SW co-simulation; OFCE-HS MZ; OFCE-HS RH; Xilinx System Generator (XSG); fraction; hardware architecture; integer; loop process; optical flow;
Conference_Titel :
Intelligent and Advanced Systems (ICIAS), 2012 4th International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4577-1968-4
DOI :
10.1109/ICIAS.2012.6306121