Title :
Classification of Hebrew calligraphic handwriting styles: preliminary results
Author :
Yosef, Itay Bar ; Kedem, Klara ; Dinstein, Its´Hak ; Beit-Arie, Malachi ; Engel, Edna
Author_Institution :
Dept. of Comput. Sci., Ben-Gurion Univ., Beer-Sheva, Israel
Abstract :
We present preliminary results for document classification of ancient Hebrew manuscripts. The main goal is to analyze documents of different writing styles in order to identify the locations, the dates, and the writer of the test documents. This analysis depends crucially on good binarization of the corrupted manuscripts. We propose an accurate method for binarization of the manuscripts. We further propose and test topological features for handwriting style classification based a selected subset of the Hebrew alphabet. In our preliminary experiments we have used only two characters, the character Aleph and the character Lamed. Our results so far yield 100% correct classification of a set of fourteen documents written by fourteen different writers.
Keywords :
document image processing; handwriting recognition; handwritten character recognition; pattern classification; Aleph character; Hebrew alphabet; Hebrew calligraphic handwriting style classification; Lamed character; document classification; manuscript binarization; Character recognition; Computer science; Feature extraction; Graphics; Handwriting recognition; Image analysis; Image segmentation; Libraries; Testing; Text analysis;
Conference_Titel :
Document Image Analysis for Libraries, 2004. Proceedings. First International Workshop on
Print_ISBN :
0-7695-2088-X
DOI :
10.1109/DIAL.2004.1263258