DocumentCode
1436242
Title
Discrete Wavelet Transform-Based Satellite Image Resolution Enhancement
Author
Demirel, Hasan ; Anbarjafari, Gholamreza
Author_Institution
Dept. of Electr. & Electron. Eng., Eastern Mediterranean Univ., Mersin, Turkey
Volume
49
Issue
6
fYear
2011
fDate
6/1/2011 12:00:00 AM
Firstpage
1997
Lastpage
2004
Abstract
Satellite images are being used in many fields of research. One of the major issues of these types of images is their resolution. In this paper, we propose a new satellite image resolution enhancement technique based on the interpolation of the high-frequency subbands obtained by discrete wavelet transform (DWT) and the input image. The proposed resolution enhancement technique uses DWT to decompose the input image into different subbands. Then, the high-frequency subband images and the input low-resolution image have been interpolated, followed by combining all these images to generate a new resolution-enhanced image by using inverse DWT. In order to achieve a sharper image, an intermediate stage for estimating the high-frequency subbands has been proposed. The proposed technique has been tested on satellite benchmark images. The quantitative (peak signal-to-noise ratio and root mean square error) and visual results show the superiority of the proposed technique over the conventional and state-of-art image resolution enhancement techniques.
Keywords
deconvolution; discrete wavelet transforms; geophysical image processing; interpolation; remote sensing; DWT based satellite image resolution enhancement; discrete wavelet transform; high frequency subband images; high frequency subband interpolation; image interpolation; input image decomposition; low resolution image; new satellite image resolution enhancement technique; satellite benchmark images; Continuous wavelet transforms; Discrete wavelet transforms; Image edge detection; Image resolution; Interpolation; Satellites; Discrete wavelet transform (DWT); interpolation; satellite image resolution enhancement; wavelet zero padding (WZP);
fLanguage
English
Journal_Title
Geoscience and Remote Sensing, IEEE Transactions on
Publisher
ieee
ISSN
0196-2892
Type
jour
DOI
10.1109/TGRS.2010.2100401
Filename
5702359
Link To Document