DocumentCode
2424430
Title
Thai OCR: a neural network application
Author
Tanprasert, Chularat ; Koanantakool, Thaweesak
Author_Institution
Nat. Electron. & Comput. Technol. Center, Nat. Sci. & Technol Dev. Agency, Bangkok, Thailand
Volume
1
fYear
1996
fDate
26-29 Nov 1996
Firstpage
90
Abstract
Thai optical character recognition (Thai OCR) is one of the most desirable computer applications in Thailand at present. Though there are several proposed techniques for solving the problem, none seems to produce a satisfactory practical result. Many limited factors are encountered such as the inconsistency of the scanning process, the incomplete and/or noisy original documents, and the shift and position variance of the recognition technique. We proposed to apply artificial neural networks (ANNs) together with some pre-processing and post-processing techniques to solve the Thai OCR problem. The experimental results confirm that ANNs are a very suitable technique for developing the Thai OCR software. The recognition rate on a real document of training fonts is about 90%-95%. This leads to a possible implementation in a production-quality OCR software that the NECTEC software technology laboratory is working on. The details of all processes are explained in the paper
Keywords
backpropagation; document image processing; multilayer perceptrons; optical character recognition; NECTEC software technology laboratory; Thai OCR; Thailand; artificial neural networks; backpropagation learning algorithm; incomplete original documents; multilayer perceptron; neural network application; noisy original documents; optical character recognition; position variance; post-processing techniques; pre-processing techniques; production-quality OCR software; recognition rate; scanning process inconsistency; shift variance; training fonts; Character recognition; Cleaning; Engines; Image segmentation; Natural languages; Neural networks; Optical character recognition software; Shape; Tail; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
TENCON '96. Proceedings., 1996 IEEE TENCON. Digital Signal Processing Applications
Conference_Location
Perth, WA
Print_ISBN
0-7803-3679-8
Type
conf
DOI
10.1109/TENCON.1996.608717
Filename
608717
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