Title :
Analysis and FPGA implementation of image restoration under resource constraints
Author :
Memik, Seda Ogrenci ; Katsaggelos, Aggelos K. ; Sarrafzadeh, Majid
Author_Institution :
Dept. of Comput. Sci., California Univ., Los Angeles, CA, USA
fDate :
3/1/2003 12:00:00 AM
Abstract :
Programmable logic is emerging as an attractive solution for many digital signal processing applications. In this work, we have investigated issues arising due to the resource constraints of FPGA-based systems. Using an iterative image restoration algorithm as an example we have shown how to manipulate the original algorithm to suit it to an FPGA implementation. Consequences of such manipulations have been estimated, such as loss of quality in the output image. We also present performance results from an actual implementation on a Xilinx FPGA. Our experiments demonstrate that, for different criteria, such as result quality or speed, the best implementation is different as well.
Keywords :
digital signal processing chips; field programmable gate arrays; image restoration; iterative methods; programmable logic devices; resource allocation; FPGA-based systems; Xilinx FPGA; digital signal processing; image quality loss; iterative image restoration; programmable logic; resource constraints; Application software; Digital signal processing; Field programmable gate arrays; Hardware; Image analysis; Image restoration; Iterative algorithms; Programmable logic arrays; Programmable logic devices; Signal processing algorithms;
Journal_Title :
Computers, IEEE Transactions on
DOI :
10.1109/TC.2003.1183952