DocumentCode :
261099
Title :
Patch based image restoration using adaptive bilateral filtering
Author :
Sankaran, K. Sakthidasan ; Ammu, G. ; Nagarajan, V.
Author_Institution :
Dept. of ECE, Adhiparasakthi Eng. Coll., Melmaruvathur, India
fYear :
2014
fDate :
27-28 Feb. 2014
Firstpage :
1
Lastpage :
5
Abstract :
This paper proposes noise suppression using adaptive bilateral filtering especially for Gaussian and speckle noise. This filter is used for the sharpness enhancement of degraded images and performs well for Gaussian noise and speckle noise reduction. Bilateral filtering is a non-linear technique which can smudge the image while preserving strong edges. It is a noniterative image denoising method which has the capability to crumble an image into diverse scales devoid of causing haloes. In order to level the noisy image, it utilizes the gradient value of the noisy image. Bilateral filtering is implemented with varying sigma values. Noisy image is splitted into patches and the sigma values are calculated for implementing adaptive bilateral filtering. The image denoising performance is further improved by adaptive bilateral filtering with less computational complexity. An experimental result of the proposed image denoising algorithm achieves better performance compared to other filtering methods. Quality metrics like PSNR and MSE provide better result when compared to other methods.
Keywords :
Gaussian noise; image denoising; image enhancement; image restoration; iterative methods; Gaussian noise; MSE; PSNR; adaptive bilateral filtering; degraded images; image denoising performance; iterative image denoising method; noise suppression; noisy image; nonlinear technique; patch based image restoration; quality metrics; sharpness enhancement; sigma values; speckle noise; Image denoising; Image edge detection; Maximum likelihood detection; Noise; Nonlinear filters; Adaptive bilateral filtering; boundaries; denoising; discontinuity; patches; speckle;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Communication and Embedded Systems (ICICES), 2014 International Conference on
Conference_Location :
Chennai
Print_ISBN :
978-1-4799-3835-3
Type :
conf
DOI :
10.1109/ICICES.2014.7033985
Filename :
7033985
Link To Document :
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