Title :
Simulation of resistive grid image filters with Jacobi iteration method for FPGA implementation
Author :
Tavsanoglu, Vedat
Author_Institution :
Elektrik ve Elektron. Muhendisligi Bolumu, Isik Univ., Istanbul, Turkey
Abstract :
It is well known that resistive grid structures yield exponentially decreasing spatial impulse response yielding a spatial frequency response similar to that of a Gaussian filter, hence used as smoothing filters. In this paper it is shown that although the grid structure can be modeled with a recurrence (difference) equation this equation is not recursively computable but the output image can be obtained by solving the node equations of the resistive grid. However, where the image size is extremely large, it is evident that the use of any matrix inversion based algorithm is not feasible. In this paper it is shown that the solution of node equations of the resistive grid can be carried out using Jacobi iteration method which is also shown to be suitable for implementation on FPGA.
Keywords :
Jacobian matrices; digital filters; field programmable gate arrays; image processing; iterative methods; smoothing methods; FPGA implementation; Gaussian filter; Jacobi iteration method; difference equation; exponentially decreasing spatial impulse response; recurrence equation; resistive grid image filter; resistive grid structure; smoothing filter; spatial frequency response; Conferences; Equations; Field programmable gate arrays; Jacobian matrices; Mathematical model; Real-time systems; Signal processing;
Conference_Titel :
Signal Processing and Communications Applications Conference (SIU), 2014 22nd
Conference_Location :
Trabzon
DOI :
10.1109/SIU.2014.6830546