Title :
KHATT: Arabic Offline Handwritten Text Database
Author :
Mahmoud, Sabri A. ; Ahmad, Ishtiaq ; Alshayeb, Mohammad ; Al-Khatib, W.G. ; Parvez, Mohammad Tanvir ; Fink, Glenn A. ; Margner, Volker ; Abed, H.E.
Author_Institution :
King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
Abstract :
In this paper, we report our comprehensive Arabic offline Handwritten Text database (KHATT) after completion of the collection of 1000 handwritten forms written by 1000 writers from different countries. It is composed of an image database containing images of the written text at 200, 300, and 600 dpi resolutions, a manually verified ground truth database that contains meta-data describing the written text at the page, paragraph, and line levels. A formal verification procedure is implemented to align the handwritten text with its ground truth at the form, paragraph and line levels. Tools to extract paragraphs from pages and segment paragraphs into lines are developed. Preliminary experiments on Arabic handwritten text recognition are conducted using sample data from the database and the results are reported. The database will be made freely available to researchers world-wide for research in various handwritten-related problems such as text recognition, writer identification and verification, etc.
Keywords :
document image processing; feature extraction; formal verification; handwriting recognition; handwritten character recognition; natural languages; text detection; Arabic handwritten text recognition; Arabic offline handwritten text database; KHATT; formal verification; ground-truth database; image database; meta-data; paragraph extraction; Character recognition; Databases; Educational institutions; Hidden Markov models; Shape; Text recognition; Training; Arabic Handwritten Text Database; Arabic Handwritten Text Recognition; Data Verification; HMM;
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.2012.224