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Image Resolution Enhancement using Multi Resolution Wavelet Transformations

Arjunan, Vijaya R and Mahalingama, Siva Chandra B and Arun, M (2013) Image Resolution Enhancement using Multi Resolution Wavelet Transformations. International Journal of Scientific & Engineering Research, 4 (8). ISSN 2229-5518

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Abstract

In this paper an image resolution enhancement technique for Additive White Gaussian Noise (AWGN) removal is verified aiming high resolution image output. In image resolution enhancement, the main loss is on its high frequency components (i.e., edges), which is due to the smoothing caused by interpolation. In order to increase the quality of the super resolved image, preserving the edges is essential. In this work, Discrete Wavelet Transform (DWT) has been employed in order to preserve the high frequency components of the image. Along with DWT, un-decimated wavelets transform, Stationary Wavelet Transform (SWT) for image decomposition and restoration. For signal mixing techniques like bilinear and bicubic interpolation were adopted. In the process, the modified noise minimized high frequency sub bands of DWT and SWT are interpolated with the average band of the image. The resultant image then made to undergo inverse DWT for restoration of denoised image. The proposed method is verified with MATLAB simulations and the experimental results confirms high resolution of image and been verified with Peak Signal to Noise Ratio (PSNR). The proposed method is superior with PSNR when compared with other state of the art methods.

Item Type: Article
Uncontrolled Keywords: Additive White Gaussian Noise; Discrete Wavelet Transform; Image quality; Peak Signal to Noise Ratio; Stationary Wavelet Transform.
Subjects: Engineering > MIT Manipal > Computer Science and Engineering
Depositing User: MIT Library
Date Deposited: 11 Oct 2013 09:54
Last Modified: 11 Oct 2013 09:54
URI: http://eprints.manipal.edu/id/eprint/137460

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