JOURNAL ARTICLE

Image Resolution Enhancement by Using Stationary and Discrete Wavelet Decomposition

Battula.R.V.S. NarayanaK. Nirmala

Year: 2012 Journal:   International Journal of Image Graphics and Signal Processing Vol: 4 (11)Pages: 41-46

Abstract

This work proposed an image resolution enhancement technique which is based on the interpolation of the high frequency subbands obtained by DWT.The proposed technique uses DWT to decompose an image into different subbands, and then the high frequency subband images have been interpolated.The interpolated high frequency subband coefficients have been corrected by using the high frequency subbands achieved by SWT of the input image.An original image is interpolated with half of the interpolation factor used for interpolation the high frequency subbands.Afterwards all these images have been combined using IDWT to generate a super resolved imaged.The proposed technique has been tested on well-known benchmark images, where their PSNR, Mean Square Error and Entropy results show the superiority of proposed technique over the conventional and state-of-art image resolution enhancement techniques.

Keywords:
Interpolation (computer graphics) Artificial intelligence Mathematics Image (mathematics) Wavelet Discrete wavelet transform Image scaling Entropy (arrow of time) Image resolution Computer vision Algorithm Computer science Pattern recognition (psychology) Wavelet transform Image processing Physics

Metrics

7
Cited By
1.11
FWCI (Field Weighted Citation Impact)
20
Refs
0.81
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology

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