کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
487495 703573 2015 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Numeral Script Identification from Handwritten Document Images
ترجمه فارسی عنوان
شناسه اسکریپت عددی از دست نوشته سند تصاویر؟
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر علوم کامپیوتر (عمومی)
چکیده انگلیسی

In this paper a novel HNSI (Handwritten Numeral Script Identification) framework to identify scripts from document images containing numeral text written by any one of the four popular Indic scripts namely Bangla, Devanagari, Roman and Urdu has been proposed. A dataset of 4000 word-level numeral images with equal distribution of each script type are collected from different individuals with varying age, sex and educational qualification. Some spatial and frequency domain features has been computed and a 55-dimensional feature vector is developed. During experimentation the whole dataset is divided into 2:1 ratio for training and testing. Performance of different classifiers is compared and MLP is found to be the best one while evaluating accuracy rate for combinations like Four-scripts, Tri-scripts and Bi-scripts.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Procedia Computer Science - Volume 54, 2015, Pages 585-594