Enhancement of Optical Remote Sensing Images by Subband-Decomposed Multiscale Retinex With Hybrid Intensity Transfer Function

被引:57
作者
Jang, Jae Ho [1 ]
Kim, Sung Deuk [2 ]
Ra, Jong Beom [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Dept Elect Engn, Taejon 305701, South Korea
[2] Andong Natl Univ, Dept Informat Technol & Elect Educ, Andong 760749, South Korea
关键词
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;
D O I
10.1109/LGRS.2011.2146227
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
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.
引用
收藏
页码:983 / 987
页数:5
相关论文
共 13 条
[1]   A Histogram Modification Framework and Its Application for Image Contrast Enhancement [J].
Arici, Tarik ;
Dikbas, Salih ;
Altunbasak, Yucel .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2009, 18 (09) :1921-1935
[2]  
Dd University of Granada, CVG UGR IM DAT
[3]   Satellite Image Contrast Enhancement Using Discrete Wavelet Transform and Singular Value Decomposition [J].
Demirel, Hasan ;
Ozcinar, Cagri ;
Anbarjafari, Gholamreza .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2010, 7 (02) :333-337
[4]   Brightness preserving dynamic histogram equalization for image contrast enhancement [J].
Ibrahim, Haidi ;
Kong, Nicholas Sia Pik .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2007, 53 (04) :1752-1758
[5]  
JANG JH, 2008, P IEEE INT C IM PROC, P3168
[6]   A multiscale retinex for bridging the gap between color images and the human observation of scenes [J].
Jobson, DJ ;
Rahman, ZU ;
Woodell, GA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (07) :965-976
[7]   Properties and performance of a center/surround retinex [J].
Jobson, DJ ;
Rahman, ZU ;
Woodell, GA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (03) :451-462
[8]   LIGHTNESS AND RETINEX THEORY [J].
LAND, EH ;
MCCANN, JJ .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA, 1971, 61 (01) :1-&
[9]   An efficient content-based image enhancement in the compressed domain using retinex theory [J].
Lee, Sangkeun .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2007, 17 (02) :199-213
[10]  
*NASA LANGL RES CT, RET IM PROC NASA LAN