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In this repository, I implement a Hopfield neural network for Character Recognition.

MATLAB 100.00%
character-recognition hopfield hopfield-neural-network matlab matlab-gui training object-oriented-programming

implementation-of-hopfield-neural-network-for-character-recognition's Introduction

Implementation-of-Hopfield-neural-network-for-Character-Recognition

Goal: Recognition of six first uppercase English letters by Hopfield neural network (even if they are noisy)

training set: ABCDEFZ

test set: noisy images

STEPS:

1. Create Network:

[handles.X handles.T]=prprob();
handles.Letters='ABCDEFZ';
handles.LettersIndex=double(handles.Letters)-64;
handles.P=handles.X(:,handles.LettersIndex);
handles.net=newhop(handles.P);

image

2. Add Noise:

a = a + 0.1 * randn(size(a));

image

3. Test and RUN!

image

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