Efficient Binarization of Historical and Degraded Document Images

被引:11
作者
Gatos, B. [1 ]
Pratikakis, I. [1 ]
Perantonis, S. J. [1 ]
机构
[1] Natl Res Ctr Demokritos, Inst Informat & Telecommun, Computat Intelligence Lab, Athens 15310, Greece
来源
PROCEEDINGS OF THE 8TH IAPR INTERNATIONAL WORKSHOP ON DOCUMENT ANALYSIS SYSTEMS | 2008年
关键词
D O I
10.1109/DAS.2008.66
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a new adaptive approach for the binarization and enhancement of historical and degraded documents. The proposed method is based on (i) efficient pre-processing; (ii) the combination of the results of several state-of-the-art binarization methodologies; (iii) the incorporation of edge information and (h) the application of efficient image post-processing based on mathematical morphology for the enhancement of the final result. The proposed method demonstrated superior performance against six well-known techniques on numerous historical handwritten and machine-printed documents mainly from the Library of Congress of the United States archive. The performance evaluation was based on a consistent and concrete methodology.
引用
收藏
页码:447 / 454
页数:8
相关论文
共 18 条
[1]  
[Anonymous], Library of Congress
[2]  
[Anonymous], 1992, DIGITAL IMAGE PROCES
[3]   Optimal combination of document binarization techniques using a self-organizing map neural network [J].
Badekas, E. ;
Papamarkos, N. .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2007, 20 (01) :11-24
[4]  
Bernsen J., PROC INT CONF PATT R, P1251
[6]   Gene expression signature of fibroblast serum response predicts human cancer progression: Similarities between tumors and wounds [J].
Chang, HY ;
Sneddon, JB ;
Alizadeh, AA ;
Sood, R ;
West, RB ;
Montgomery, K ;
Chi, JT ;
van de Rijn, M ;
Botstein, D ;
Brown, PO .
PLOS BIOLOGY, 2004, 2 (02) :206-214
[7]   A double-threshold image binarization method based on edge detector [J].
Chen, Qiang ;
Sun, Quan-sen ;
Heng, Pheng Ann ;
Xia, De-shen .
PATTERN RECOGNITION, 2008, 41 (04) :1254-1267
[8]   Adaptive degraded document image binarization [J].
Gatos, B ;
Pratikakis, I ;
Perantonis, SJ .
PATTERN RECOGNITION, 2006, 39 (03) :317-327
[9]   A segmentation-free approach for keyword search in historical typewritten documents [J].
Gatos, B ;
Konidaris, T ;
Ntzios, K ;
Pratikakis, I ;
Perantonis, SJ .
EIGHTH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION, VOLS 1 AND 2, PROCEEDINGS, 2005, :54-58
[10]  
Jain AK., 1989, Fundamentals of Digital Image Processing