Title :
Satellite Image Contrast Enhancement Using Discrete Wavelet Transform and Singular Value Decomposition
Author :
Demirel, Hasan ; Ozcinar, Cagri ; Anbarjafari, Gholamreza
Author_Institution :
Dept. of Electr. & Electron. Eng., Eastern Mediterranean Univ., Gazimagusa, Turkey
fDate :
4/1/2010 12:00:00 AM
Abstract :
In this letter, a new satellite image contrast enhancement technique based on the discrete wavelet transform (DWT) and singular value decomposition has been proposed. The technique decomposes the input image into the four frequency subbands by using DWT and estimates the singular value matrix of the low-low subband image, and, then, it reconstructs the enhanced image by applying inverse DWT. The technique is compared with conventional image equalization techniques such as standard general histogram equalization and local histogram equalization, as well as state-of-the-art techniques such as brightness preserving dynamic histogram equalization and singular value equalization. The experimental results show the superiority of the proposed method over conventional and state-of-the-art techniques.
Keywords :
discrete wavelet transforms; geophysical image processing; geophysical techniques; remote sensing; discrete wavelet transform; histogram equalization; image equalization; inverse DWT; low-low subband image; satellite image contrast enhancement; singular value decomposition; singular value matrix; Discrete wavelet transform; image equalization; satellite image contrast enhancement;
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
DOI :
10.1109/LGRS.2009.2034873