DocumentCode :
2481616
Title :
Non-rigid Image Registration for Historical Manuscript Restoration
Author :
Wang, Jie ; Tan, Chew Lim
Author_Institution :
Sch. of Comput., Nat. Univ. of Singapore, Singapore, Singapore
fYear :
2010
fDate :
23-26 Aug. 2010
Firstpage :
2274
Lastpage :
2277
Abstract :
This paper presents a non-rigid registration method for the restoration of double-sided historical manuscripts. Firstly, the gradient direction maps of the two images of a manuscript are examined to identify candidate control points. Then the correspondences of these points are established by minimizing a disimilarity measure consisting of intensity, gradient and displacement. To fully capture the spatial relationship between the two images, a mapping function is defined as the combination of a global affine and local b-splines transformation. The cost function for optimization consists of two parts: normalized mutual information for the goal of similarity and space integral of the square of the second order derivatives for smoothness. To evaluate the proposed method, a wavelet based restoration procedure is applied to registered images. Real documents from the National Archives of Singapore are used for testing and the experimental results are impressive.
Keywords :
image registration; image restoration; smoothing methods; splines (mathematics); National Archives of Singapore; candidate control points; disimilarity measure; double-sided historical manuscripts; historical manuscript restoration; local b-splines transformation; mapping function; nonrigid image registration; Accuracy; Cost function; Image restoration; Mathematical model; Robustness; Spline; Text analysis; bleed-through; historical manuscripts; non-rigid; registration; restoration;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
ISSN :
1051-4651
Print_ISBN :
978-1-4244-7542-1
Type :
conf
DOI :
10.1109/ICPR.2010.557
Filename :
5595987
Link To Document :
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