Title :
A Morphology Based Approach for Binarization of Handwritten Documents
Author :
Papavassiliou, Vassilis ; Simistira, Fotini ; Katsouros, Vassilis ; Carayannis, George
Author_Institution :
Inst. for Language & Speech Process., Athena (Res. & Innovation Center in Inf., Commun. & Knowledge Technol.), Athens, Greece
Abstract :
Document image binarization is an initial though critical stage towards the recognition of the text components of a document. This paper describes an efficient method based on mathematical morphology for extracting text regions from degraded handwritten document images. The basic stages of our approach are: (a) top-hat-by-reconstruction to produce a filtered image with reasonable even background, (b) region growing starting from a set of seed points and attaching to each seed similar intensity neighboring pixels and (c) conditional extension of the initially detected text regions based on the values of the second derivative of the filtered image. The method was evaluated on the benchmarking dataset of the International Document Image Binarization Contest (DIBCO 2011) and show promising results.
Keywords :
document image processing; feature extraction; filtering theory; handwritten character recognition; image recognition; image segmentation; mathematical morphology; text analysis; text detection; DIBCO; International Document Image Binarization Contest; benchmarking dataset; conditional extension; degraded handwritten document image binarization; document text component recognition; image background; image filtering; image pixel intensity; mathematical morphology-based approach; seed points; text region extraction; top-hat-by-reconstruction; Estimation; Histograms; Image edge detection; Image reconstruction; Image segmentation; Laplace equations; Pattern recognition; document image binarization; mathematical morphology;
Conference_Titel :
Frontiers in Handwriting Recognition (ICFHR), 2012 International Conference on
Conference_Location :
Bari
Print_ISBN :
978-1-4673-2262-1
DOI :
10.1109/ICFHR.2012.158