Color discrimination enhancement for dichromats using self-organizing color transformation

被引:18
作者
Ma, Yu [1 ]
Gu, Xiaodong [1 ]
Wang, Yuanyuan [1 ]
机构
[1] Fudan Univ, Dept Elect Engn, Shanghai 200433, Peoples R China
基金
中国国家自然科学基金;
关键词
Color transformation; Nonlinear color map; Color vision deficiency; Dichromat; Self-organizing map; Image processing; SPECTRAL SENSITIVITY; BLINDNESS; MAP; VISUALIZATION; WAVELENGTH; ADAPTATION; PERCEPTION; SIMULATION; REDUCTION; VISION;
D O I
10.1016/j.ins.2008.11.010
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Color deficient persons, especially dichromats, have difficulty in discriminating certain kinds of colors. To help dichromats discriminate colors better, a color transformation method is proposed. The method utilizes the redundancy of color information, changing the colors of a scene into discernable ones for dichromats. The self-organizing map (SOM) algorithm is used to build a nonlinear color map, maintaining the neighboring relations between colors. Results of both subjective observation and quantitative evaluation show that the method can effectively enhance the color discrimination for dichromats. This study provides a new approach to rectify color vision deficiency. (C) 2008 Elsevier Inc. All rights reserved.
引用
收藏
页码:830 / 843
页数:14
相关论文
共 51 条
[1]  
[Anonymous], 1992, Neural computation and self-organizing maps
[2]  
[Anonymous], 1999, COLOR VISION GENES P
[3]   On estimation of the number of image principal colors and color reduction through self-organized neural networks [J].
Atsalakis, A ;
Papamarkos, N ;
Andreadis, I .
INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 2002, 12 (03) :117-127
[4]   Computerized simulation of color appearance for dichromats [J].
Brettel, H ;
Vienot, F ;
Mollon, JD .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1997, 14 (10) :2647-2655
[5]   Color matching functions when one primary wavelength is changed [J].
Brill, Michael H. ;
Worthey, James A. .
COLOR RESEARCH AND APPLICATION, 2007, 32 (01) :22-24
[6]   Corresponding-pair procedure:: a new approach to simulation of dichromatic color perception [J].
Capilla, P ;
Díez-Ajenjo, MA ;
Luque, MJ ;
Malo, J .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2004, 21 (02) :176-186
[7]   Artificial color image logic [J].
Caulfield, HJ ;
Fu, J ;
Yoo, SM .
INFORMATION SCIENCES, 2004, 167 (1-4) :1-7
[8]   Assessment of inherited colour vision defects in clinical practice [J].
Cole, Barry L. .
CLINICAL AND EXPERIMENTAL OPTOMETRY, 2007, 90 (03) :157-175
[9]   HUMAN VISUAL PIGMENTS - MICROSPECTROPHOTOMETRIC RESULTS FROM THE EYES OF 7 PERSONS [J].
DARTNALL, HJA ;
BOWMAKER, JK ;
MOLLON, JD .
PROCEEDINGS OF THE ROYAL SOCIETY SERIES B-BIOLOGICAL SCIENCES, 1983, 220 (1218) :115-130
[10]   ANALYSIS OF RESPONSE PATTERNS OF LGN CELLS [J].
DEVALOIS, RL ;
ABRAMOV, I ;
JACOBS, GH .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA, 1966, 56 (07) :966-&