Hi all I am currently trying to use the SMMT operator of the paper "Multiscale Morphological Image Simplification" at Dorini. Since the page cannot be accessed without subscription, I am posting the relevant details here:
Please Note that I am posting parts of the relevant article as images. I do not know how to write equations in stackoverflow.com. I want to use this SMMT operator as a pre-processing step in image processing. The code that I have written down is given below:
clc;clear all;close all;
tic
I=imread('handwritten.jpg');
I=I(:,:,1);
dim=11 ;
HEIGHT=zeros(dim,dim);
sigma=1/10;
for i=-floor(dim/2):floor(dim/2)
for j=-floor(dim/2):floor(dim/2)
HEIGHT(i+ceil(dim/2),j+ceil(dim/2))=-(1/sigma).*max(abs(i),abs(j));
end
end
NHOOD=ones(dim,dim);
se = strel('arbitrary',NHOOD,HEIGHT);
se
IM1 = imdilate(I,se,'same');
IM2 = imerode(I,se,'same');
figure;
subplot(2,2,1),imshow(I)
subplot(2,2,2),imshow(IM1)
subplot(2,2,3),imshow(IM2)
II = I;
for i=1:1
phi1 = imdilate(II,se,'same');
phi2 = imerode(II,se,'same');
for j=1:size(I,1)
for k=1:size(I,2)
if ((phi1(j,k)-II(j,k))<(II(j,k)-phi2(j,k)))
II(j,k) = phi1(j,k);
elseif ((phi1(j,k)-II(j,k))==(II(j,k)-phi2(j,k)))
II(j,k) = II(j,k);
else
II(j,k) = phi1(j,k);
end
end
end
end
IM3=II;
subplot(2,2,4),imagesc(IM3,[0 255]);colormap('gray');axis off;
toc
The result of the code should be something like this : (again from paper):
.
My result is this:- .
Is my implementation correct?? Can it be improved further ?? Any suggestions will be helpful. Thanks in advance for your help guys!! For more details refer to Dorini Free Access