Title :
Remote sensing image enhancement based on wavelet analysis and histogram specification
Author :
Liang Xie ; Guoyin Wang ; Xuerui Zhang ; Bin Xiao ; Botian Zhou ; Fan Zhang
Author_Institution :
Chongqing Univ. of Posts & Telecommun., Chongqing, China
Abstract :
In order to monitor the water quality widely and rapidly in The Three Gorges zone, it´s useful to gain the information in real-time by remote sensing images, but there are some defects in remote sensing images, such as bad visual contrast, low-resolution, and low brightness. Other than general optical images, remote sensing images contain a large amount of information; its processing is time consuming. In order to improve the contrast and details of the image and reduce the complication of compute, an image enhancement approach based on wavelet and histogram specification is proposed in this paper. From the experiment results and comparison with the original image, we can see that the contrast improved by about 200% and information entropy improved by about 107%. Our proposed algorithm not only enhances the details of image greatly, but also preserves the color information of original remote sensing image effectively. Since this method do not convert the color image to other color space, the computation complexity is simple, so it is an efficient algorithm for remote sensing image enhancement in real-time.
Keywords :
brightness; geophysical image processing; image colour analysis; image enhancement; image resolution; remote sensing; water quality; wavelet transforms; The Three Gorges zone; color information preservation; color space; computation complexity; contrast improvement; histogram specification; image enhancement approach; information entropy improvement; information processing; low-brightness image; low-resolution image; remote sensing image enhancement; visual contrast; water quality monitoring; wavelet analysis; wavelet specification; Entropy; Histograms; Real-time systems; Remote sensing; Wavelet domain; Gaussian function; Histogram specification (HS); Image enhancement; Probability density function (PDF); Remote sensing image; Wavelet transform (WT);
Conference_Titel :
Cloud Computing and Intelligence Systems (CCIS), 2014 IEEE 3rd International Conference on
Print_ISBN :
978-1-4799-4720-1
DOI :
10.1109/CCIS.2014.7175702