A new thresholding algorithm for document images based on the perception of objects by distance

被引:27
作者
Mesquita, R. G. [1 ]
Mello, C. A. B. [1 ]
Almeida, L. H. E. V. [1 ]
机构
[1] Univ Fed Pernambuco, Ctr Informat, Recife, PE, Brazil
关键词
Document image processing; binarization; visual perception; document image analysis; image pixel classification; VISUAL-ACUITY; STRATEGIES; ENTROPY;
D O I
10.3233/ICA-130453
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this work a new method to enhance and binarize document images with several kind of degradation is proposed. The method is based on the idea that by the absolute difference between a document image and its background it is possible to effectively emphasize the text and attenuate degraded regions. To generate the background of a document our work was inspired on the human visual system and on the perception of objects by distance. Snellen's visual acuity notation was used to define how far an image must be from an observer so that the details of the characters are not perceived anymore, remaining just the background. A scheme that combines k-means clustering algorithm and Otsu's thresholding method is also used to perform binarization. The proposed method has been tested on two different datasets of document images (DIBCO 2011 and a real historical document image dataset) with very satisfactory results.
引用
收藏
页码:133 / 146
页数:14
相关论文
共 48 条
[11]  
Gonzalez RC., 2010, DIGITAL IMAGE PROCES
[12]  
Halliday D., 2004, FUNDAMENTALS PHYS, P931
[13]   A quadsection algorithm for grammar-based image compression [J].
Hayashida, Morihiro ;
Ruan, Peiying ;
Akutsu, Tatsuya .
INTEGRATED COMPUTER-AIDED ENGINEERING, 2012, 19 (01) :23-38
[14]  
Hendee W.R., 1997, The Perception of Visual Information, VSecond
[15]   Modelling the sensory abilities of intelligent virtual agents [J].
Herrero, P ;
Greenhalgh, C ;
Antonio, A .
AUTONOMOUS AGENTS AND MULTI-AGENT SYSTEMS, 2005, 11 (03) :361-385
[16]  
Johannsen G., 1982, Proceedings of the 6th International Conference on Pattern Recognition, P140
[17]  
KAMEL M, 1993, CVGIP-GRAPH MODEL IM, V55, P203, DOI 10.1006/cgip.1993.1015
[18]   A NEW METHOD FOR GRAY-LEVEL PICTURE THRESHOLDING USING THE ENTROPY OF THE HISTOGRAM [J].
KAPUR, JN ;
SAHOO, PK ;
WONG, AKC .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1985, 29 (03) :273-285
[19]   Efficient blind image deconvolution using spectral non-Gaussianity [J].
Khan, Aftab ;
Yin, Hujun .
INTEGRATED COMPUTER-AIDED ENGINEERING, 2012, 19 (04) :331-340
[20]   A generalization of quad-trees applied to image coding [J].
Kutil, Rade .
INTEGRATED COMPUTER-AIDED ENGINEERING, 2012, 19 (03) :257-271