Rearranged Descriptor Approach based on Radon Transform to Digits Recognition-Reference-Cited by-同舟云学术

Rearranged Descriptor Approach based on Radon Transform to Digits Recognition

Published:2021-05-15 Issue:2 Volume:69 Page:83-91
ISSN:1582-5175
Container-title:Electrotehnica, Electronica, Automatica
language:
Short-container-title:EEA

Author:

BECHAR Hassane,BESSAID Abdelhafid,MESSADI Mahammed

Abstract

In this paper, the Radon transform method is used to generate a set of rotation invariant characteristics. Experiments of our approach were carried out on a database of ten decimal digits (0 to 9) in 24 different orientations from 0° to 360 ° by a step of 15 °. A multilayer perceptron neural network is used in the classification phase to test the effectiveness of our approach. The proposed approach is noise-effective and leads to a classification rate equal to 100 % for images without noise and a classification rate equal to 95.2 for images with noise.

Publisher

Editura Electra

Subject

Electrical and Electronic Engineering,Control and Systems Engineering

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