Retinex processing for automatic image enhancement

被引:34
作者
Rahman, ZU [1 ]
Jobson, DJ [1 ]
Woodell, GA [1 ]
机构
[1] Coll William & Mary, Dept Comp Sci, Williamsburg, VA 23187 USA
来源
HUMAN VISION AND ELECTRONIC IMAGING VII | 2002年 / 4662卷
关键词
D O I
10.1117/12.469537
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the last published concept (1986) for a Retinex computation, Edwin Land introduced a center/surround spatial form, which was inspired by the receptive field structures of neurophysiology. With this as our starting point we have over the years developed this concept into a full scale automatic image enhancement algorithm the 'Multi-Scale Retinex with Color Restoration (MSRCR) which combines color constancy with local contrast/lightness enhancement to transform digital images into renditions that approach the realism of direct scene observation. The MSRCR algorithm has proven to be quite general purpose, and very resilient to common forms of image pre-processing such as reasonable ranges of gamma and contrast stretch transformations. More recently we have been exploring the fundamental scientific implications of this form of image processing namely: (i) the visual inadequacy of the linear representation of digital images, (ii) the existence of a canonical or statistical ideal visual image, and (iii) new measures of visual quality based upon these insights derived from our extensive experience with MSRCR enhanced images. The lattermost serves as the basis for future schemes for automating visual assessment-a primitive first step in bringing visual intelligence to computers.
引用
收藏
页码:390 / 401
页数:12
相关论文
共 21 条
[1]   An information theory of visual communication [J].
Huck, FO ;
Fales, CL ;
Rahman, Z .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1996, 354 (1716) :2193-2248
[2]  
HUCK FO, 1997, VISUAL COMMUNICATION
[3]   FORMAL CONNECTIONS BETWEEN LIGHTNESS ALGORITHMS [J].
HURLBERT, A .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1986, 3 (10) :1684-1693
[4]   SYNTHESIZING A COLOR ALGORITHM FROM EXAMPLES [J].
HURLBERT, AC ;
POGGIO, TA .
SCIENCE, 1988, 239 (4839) :482-485
[5]  
HURLBERT AC, 1989, THESIS MIT
[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]   The spatial aspect of color and scientific implications of retinex image processing [J].
Jobson, DJ ;
Rahman, ZU ;
Woodell, GA .
VISUAL INFORMATION PROCESSING X, 2001, 4388 :117-128
[9]  
Jobson DJ, 1996, FOURTH COLOR IMAGING CONFERENCE: COLOR SCIENCE, SYSTEMS AND APPLICATIONS, P124
[10]   RECENT ADVANCES IN RETINEX THEORY AND SOME IMPLICATIONS FOR CORTICAL COMPUTATIONS - COLOR-VISION AND THE NATURAL IMAGE [J].
LAND, EH .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA-PHYSICAL SCIENCES, 1983, 80 (16) :5163-5169