Title :
Complex diffusion based speckle reduction from digital images
Author :
Srivastava, Rajeev ; Gupta, J.R.P. ; Parthasarthy, Harish
Author_Institution :
Dept. of Comput. Eng., BHU, Varanasi, India
Abstract :
A complex diffusion process based on Schro??dinger wave equation is proposed and implemented as a nonlinear filter to perform homomorphic filtering for reducing speckle noise from digital images. Due to the multiplicative and complex nature of speckle noise it becomes practically difficult to restore a degraded image, hence a homomorphic filtering approach is used for the reduction of the same. The homomorphic filtering refers to applying logarithm transformation on input image to convert the multiplicative noise to additive one, applying complex diffusion based inverse filter and finally taking the exponential of filter output to produce the restored image. For digital implementations, the proposed PDE is discretized using finite difference scheme. For software implementation MATLAB 7.0 was used and performance of the proposed scheme was evaluated for different speckle noise variance of the gray test images both qualitatively and quantitatively and the results obtained justify the applicability of proposed scheme.
Keywords :
Schrodinger equation; finite difference methods; image colour analysis; image denoising; image restoration; nonlinear filters; partial differential equations; speckle; MATLAB 7.0; Schro??dinger wave equation; additive noise; complex diffusion process; degraded image restoration; digital images; finite difference scheme; gray test images; homomorphic filtering; inverse filter; logarithm transformation; multiplicative noise; nonlinear filter; partial differential equation; speckle noise reduction; speckle reduction; Additive noise; Diffusion processes; Digital filters; Digital images; Filtering; Image restoration; Noise reduction; Nonlinear filters; Partial differential equations; Speckle; Complex Diffusion Process; Homomorphic filtering; Partial Differential Equation (PDE); Schrödinger wave equation; Speckle noise; coherent imaging;
Conference_Titel :
Methods and Models in Computer Science, 2009. ICM2CS 2009. Proceeding of International Conference on
Conference_Location :
Delhi
Print_ISBN :
978-1-4244-5051-0
DOI :
10.1109/ICM2CS.2009.5397932