Title :
Reconfigurable Implementation of Wavelet based Image Denoising
Author :
Joshi, Jonathan ; Nabar, Nisseem ; Batra, Parul
Author_Institution :
K.J. Somaiya Coll. of Eng., Mumbai
Abstract :
A reconfigurable system for denoising images based on the statistical modeling of wavelet coefficients is presented. The basic algorithm calls for approximating the noisy wavelet coefficients based on observing their local neighbourhood. The architecture for the lifting based wavelet transform followed by the windowing technique for neighbourhood observation has been implemented keeping real time applications in the picture. The architecture has regular data flow and is adaptable to arbitrary image sizes. The wavelet used is the Daubechies´ 9/7 biorthogonal wavelet. The PSNR results for different test images have been presented along with hardware and timing results.
Keywords :
field programmable gate arrays; image denoising; statistical analysis; wavelet transforms; Daubechies 9/7 biorthogonal wavelet; FPGA; lifting based wavelet transform; reconfigurable implementation; statistical modeling; wavelet based image denoising; wavelet coefficients; windowing technique; Additive white noise; Computer architecture; Discrete wavelet transforms; Gaussian noise; Image denoising; Noise reduction; PSNR; Testing; Wavelet coefficients; Wavelet transforms;
Conference_Titel :
Circuits and Systems, 2006. MWSCAS '06. 49th IEEE International Midwest Symposium on
Conference_Location :
San Juan
Print_ISBN :
1-4244-0172-0
Electronic_ISBN :
1548-3746
DOI :
10.1109/MWSCAS.2006.382102