Handwritten Bangla Word Recognition using Elliptical Features

被引:17
|
作者
Bhowmik, Showmik [1 ]
Malakar, Samir [2 ]
Sarkar, Ram [3 ]
Nasipuri, Mita [3 ]
机构
[1] Dumkal Inst Engn & Technol, Dept Comp Sci & Engn, Dumkal, India
[2] MCKV Inst Engn, Dept Master Comp Applicat, Howrah, India
[3] Jadavpur Univ, Dept Comp Sci & Engn, Kolkata, India
关键词
Holistic word recognition; handwritten words; Elliptical features; Bangla script;
D O I
10.1109/CICN.2014.66
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the present work, a holistic word recognition technique is proposed for the recognition of the handwritten Bangla words. Holistic word recognition technique assumes a word as a single and indivisible entity and extracts features from the entire word to recognize it. In this work, a set of elliptical features is extracted from handwritten word images to represent them in the feature space. Then, a comparison among 5 well known classifiers is carried out in terms of their accuracies to select the suitable classifier for evaluating the present work. Based on that, finally, a neural network based classifier is chosen for the recognition task. Using the elliptical features, the proposed system provides a satisfactory result on a small dataset.
引用
收藏
页码:257 / 261
页数:5
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