Title :
Character Shape Restoration of Binarized Historical Documents by Smoothing via Geodesic Morphology
Author :
Shirai, Keigo ; Endo, Yuta ; Kitadai, A. ; Inoue, Shingo ; Kurushima, N. ; Baba, H. ; Watanabe, Atsuyori ; Nakagawa, Masaki
Abstract :
We propose a method which performs an isotropic morphological dilation via implicit smoothing for the purpose of restoring the degraded character shapes of binarized images. Exploiting the idea of geodesic morphology that the binary image and its distance transformed image are interconvertible, we apply a smoothing method not to the binary image but to the distance transformed image, and then reconvert it by binarization. This allows us to apply conventional smoothing methods for continuous intensity, i.e., gray scale, images to the discrete intensity, i.e., binary, image implicitly. For instance, by using an isotropic diffusion together with geodesic dilation, an isotropic dilation along the stroke direction is obtained and brings better results.
Keywords :
differential geometry; document image processing; image restoration; smoothing methods; anisotropic diffusion; anisotropic dilation; anisotropic morphological dilation; binarized historical document; binarized images; binary image; character shape restoration; continuous intensity; discrete intensity; distance transformed image; geodesic dilation; geodesic morphology; gray scale; implicit smoothing method; stroke direction; Anisotropic magnetoresistance; Image edge detection; Image restoration; Noise measurement; Shape; Smoothing methods; Transforms;
Conference_Titel :
Document Analysis and Recognition (ICDAR), 2013 12th International Conference on
Conference_Location :
Washington, DC
DOI :
10.1109/ICDAR.2013.260