Title :
High performance FPGA based optical flow calculation using the census transformation
Author :
Claus, Christopher ; Laika, A. ; Jia, Lei ; Stechele, Walter
Author_Institution :
Inst. for Integrated Syst., Tech. Univ. Munchen, Munich, Germany
Abstract :
Emerging camera systems in a rising number of cars increase the demand for real-time capable low cost image processing systems. The capability of such a system is demonstrated by an algorithm for the computation of optical flow. In this paper it is shown how the algorithm has to be (re-)designed in order to benefit from platform (FPGA or CPU) specific features. In addition a hardware implementation is presented meeting the real-time requirements and outperforms general purpose CPUs in terms of execution time and power consumption. Timing measurements as well as an analysis on the quality of the resulting optical flow are presented. Although the clock frequency of the FPGA-based solution is nearly 18 times lower, compared to a 1.86 GHz Core2 CPU, results are computed almost twice as fast.
Keywords :
automobiles; cameras; field programmable gate arrays; image sequences; traffic engineering computing; Core2 CPU; FPGA; camera system; cars; census transformation; clock frequency; general purpose CPU; image processing; optical flow; power consumption; real-time requirement; Cameras; Costs; Energy consumption; Field programmable gate arrays; Hardware; Image motion analysis; Image processing; Optical computing; Real time systems; Timing;
Conference_Titel :
Intelligent Vehicles Symposium, 2009 IEEE
Conference_Location :
Xi´an
Print_ISBN :
978-1-4244-3503-6
Electronic_ISBN :
1931-0587
DOI :
10.1109/IVS.2009.5164450