Off-line Optical Character Recognition System for Arabic Handwritten text
Article Sidebar
-
OCR system, handwritten recognition, Neural Networks, Features extraction, classification.
Abstract
This paper introduces an Optical Character Recognition (OCR) system, where different stages; pre-processing, thinning, segmentation, features extraction, classification and recognition were designed, tested and implemented in the overall system. Learning Vector Quantization algorithm was first used as classifier for Arabic handwritten characters recognition. Two classification strategies were performed; one classifier for all Arabic Alphabets and three classifier (one for ascenders, one for descenders and one for embedded). The later strategy was adopted in classification stage of the proposed system. Numbers of experiments were run on different samples of Arabic handwritten scripts for different writers, a very satisfactory recognition accuracy was obtained.
Full text article
Authors
This work is licensed under a Creative Commons Attribution 4.0 International License.
In a brief statement, the rights relate to the publication and distribution of research published in the journal of the University of Sebha where authors who have published their articles in the journal of the university of Sebha should how they can use or distribute their articles. They reserve all their rights to the published works, such as (but not limited to) the following rights:
- Copyright and other property rights related to the article, such as patent rights.
- Research published in the journal of the University of Sebha and used in its future works, including lectures and books, the right to reproduce articles for their own purposes, and the right to self-archive their articles.
- The right to enter a separate article, or for a non-exclusive distribution of their article with an acknowledgment of its initial publication in the journal of Sebha University.
Privacy Statement The names and e-mail addresses entered on the Sabha University Journal site will be used for the aforementioned purposes only and for which they were used.
