Robust Binarization of Non-Uniform Illuminated Images

被引:2
作者
Molina, Edgar [1 ]
Diaz, Julia [1 ]
Hidalgo-Silva, Hugo [1 ]
Chavez, Edgar [1 ]
机构
[1] CICESE Ciencias Comp, Carretera Ensenada Tijuana 3918, Ensenada 22860, Baja California, Mexico
来源
REVISTA IBEROAMERICANA DE AUTOMATICA E INFORMATICA INDUSTRIAL | 2018年 / 15卷 / 03期
关键词
Image binarization; non-uniform illumination; image processing;
D O I
10.4995/riai.2017.8847
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Image binarization is a basic image processing technique with many applications. Binarization methods have been incrementally improved to deal with real world conditions. A particularly important consideration is non-uniform illumination, present when using general purpose devices for image acquisition (e. g. mobile phones). In this paper we present a new binarization method for non uniformly illuminated text images. The main idea is to improve illumination using two complementary illuminated images. To achieve this we estimate the luminance of the original image and we create a new complementarily illuminated image. We then fuse the two images and for each pixel we estimate in which of the two images the pixel is correctly illuminated. The proposed method is evaluated with synthetic and real images, using several metrics, showing better performance than state-of-the-art techniques.
引用
收藏
页码:252 / 261
页数:10
相关论文
共 19 条
[1]  
[Anonymous], 2011, INT J COMPUT SCI ISS
[2]  
[Anonymous], 2006, Digital Image Processing
[3]  
Bersen J., 1986, Eighth International Conference on Pattern Recognition. Proceedings (Cat. No.86CH2342-4), P1251
[4]  
Bradley Derek, 2007, Journal of Graphics Tools, V12, P13
[5]   Multi Focus Image Fusion based on Linear Combination of Images using Incremental Images [J].
Calderon, Felix ;
Garnica-Carrillo, Adan ;
Flores, Juan J. .
REVISTA IBEROAMERICANA DE AUTOMATICA E INFORMATICA INDUSTRIAL, 2016, 13 (04) :450-461
[6]   Adaptive binarization method for document image analysis [J].
Feng, ML ;
Tan, YP .
2004 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXP (ICME), VOLS 1-3, 2004, :339-342
[7]   Adaptive degraded document image binarization [J].
Gatos, B ;
Pratikakis, I ;
Perantonis, SJ .
PATTERN RECOGNITION, 2006, 39 (03) :317-327
[8]   Document binarization with automatic parameter tuning [J].
Howe, Nicholas R. .
INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION, 2013, 16 (03) :247-258
[9]  
Khurshid K., 2009, SPIE P 16 DOC REC RE, V7247, P1
[10]   Distance-reciprocal distortion measure for binary document images [J].
Lu, HP ;
Kot, AC ;
Shi, YQ .
IEEE SIGNAL PROCESSING LETTERS, 2004, 11 (02) :228-231