Title :
Design and analysis of an image restoration using wiener filter with a quality based hybrid algorithms
Author :
Trambadia, Smit ; Dholakia, Paresh
Author_Institution :
Electron. & Commun. Eng., VVP Eng. Coll., Rajkot, India
Abstract :
An adaptive wiener filter design method is presented using quality based hybrid algorithms. The proposed method restore degraded image using Wiener filter with Gradient based smoothing and Median filter with an adaption of Bilateral filter for edge preserving and Guided filter for reducing staircase effect and gradient reversal. Using this method, clear images are obtained from degraded images without increasing noise, ringing artifacts and halo effect. Experimental results show that the proposed method improves image quality, provide image compression, and improvement in parameters like PSNR (Peak Signal to Noise Ratio), MSE (Mean Square Error) and SSIM (Structure Similarity Index Measurement) as compared to conventional method.
Keywords :
Wiener filters; adaptive filters; edge detection; image restoration; mean square error methods; median filters; Gradient based smoothing; MSE; Median filter; PSNR; SSIM; Wiener filter; adaptive wiener filter design method; edge preserving; guided filter; halo effect; image restoration; mean square error; peak signal to noise ratio; quality based hybrid algorithms; ringing artifacts; structure similarity index measurement; Filtering algorithms; Image restoration; Maximum likelihood detection; Noise; Nonlinear filters; Smoothing methods; Wiener filters; Bilateral Filter; Gradient Filter; Guided Filter; Median Filter; Wiener Filter;
Conference_Titel :
Electronics and Communication Systems (ICECS), 2015 2nd International Conference on
Conference_Location :
Coimbatore
Print_ISBN :
978-1-4799-7224-1
DOI :
10.1109/ECS.2015.7124798