Title :
Enhancement of Optical Remote Sensing Images by Subband-Decomposed Multiscale Retinex With Hybrid Intensity Transfer Function
Author :
Jang, Jae Ho ; Kim, Sung Deuk ; Ra, Jong Beom
Author_Institution :
Dept. of Electr. Eng., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
Abstract :
In this letter, we propose a novel contrast enhancement algorithm for optical remote sensing satellite and aerial images. The algorithm is based on multiscale retinex (MSR). Unlike the MSR, however, we first decompose retinex outputs into nearly nonoverlapping spectral subbands. We then apply a space-varying subband gain to each subband-decomposed retinex output by considering its subband characteristic so that the image contrast can be effectively enhanced. In order to improve details in both shadows and highlights, we propose a new hybrid intensity transfer function based on logarithmic functions. In addition, we make the degree of enhancement of details adjustable by introducing a detail adjustment function based on a local standard deviation map of the original image. Experimental results clearly demonstrate that the proposed algorithm effectively distinguishes details in the whole image automatically and greatly enhances the overall contrast in various images.
Keywords :
geophysical image processing; geophysical techniques; remote sensing; transfer functions; aerial images; contrast enhancement algorithm; detail adjustment function; hybrid intensity transfer function; local standard deviation map; logarithmic functions; multiscale retinex; nonoverlapping spectral subbands; optical remote sensing satellite images; space-varying subband gain; subband-decomposed retinex output; Histograms; Image enhancement; Optical imaging; Optical sensors; Pixel; Remote sensing; Satellites; Detail adjustment function (DAF); hybrid intensity transfer function (ITF) (HITF); multiscale retinex (MSR); optical remote sensing image contrast enhancement; space-varying subband gain; subband decomposition;
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
DOI :
10.1109/LGRS.2011.2146227