clustering image, display output
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I have function
clc,clear all
[I,map]=imread('test','bmp');
I = ~I;
imshow(I,map);
[m n]=size(I);
P = [];
for i=1:m
for j=1:n
if I(i,j)==1
P = [P ; i j];
end
end
end
size(P);
MON=P;
k = 3; % zadanie k
TAZ=MON(1:k,:); % 3 centroids
%%2 krok - pomocne premenne
[m,n]=size(MON); %rozmery MON
itr=1; %aktualna iteracia
E = inf;% kvalita poslednej iter
Enew = 0;
PEO=0;
PEO1=0;
while any(E~=Enew) && PEO>=PEO1
Enew=E;
PEO1=PEO;
%%4 krok - priradenie bodov do zhlukov podla tazisk
idx=1;
[r,s]=size(TAZ); %rozmery TAZ
ED=[];%euklidovska vzdialenost medzi premennou B a typickym bodom
Z=cell(1,k); %vytvorenie zhlukov
z = 1;
for i=1:m % pre pocet objektov (pre kazdy riadok MON)
B = MON(i,:); % vloz i-ty riadok z MON do premennej B
for j=1:r % pre kazdy riadok TAZ
ED(j)= euklid6(TAZ(j,:),B); %euklidovska vzdialenost
[minD, minI(idx)] = min([ED]); %minimalna hodnota a index
end
[e,f]=size(ED);
for h=1:f
if (ED(h) == ED(minI(idx)))
Z{h}{z}=B;
z=z+1;
end
end
idx=idx+1;
end
dZ=length(Z); % dlzka Z
%odstranenie prazdnych miest
for i=1:size(Z,2)
for j=length(Z{i})
if j~=0
Z{i}(cellfun(@isempty,Z{i})) = [];
else continue;
end
end
end
Z(cellfun('isempty',Z))=[];%odstranenie prazdnych miest
k=length(Z);
minI';
%new centroid
TAZ_new=[];
for j=1:k
TAZ_new(j,:)=tazisko6(Z(j));%vypocet noveho taziska
end
TAZ=TAZ_new;
E=sum(E);
TAZ=TAZ_new;
k=length(Z);
itr = itr+1;
PEO=E;
disp(Z);
end
disp('Koniec')
%% k means clustering
function [d] = tazisko6(A)
%%[d] = tazisko6(A)
%
% Tazisko jednotlivych zhlukov(centroid)
d1=length(A);
d2 =length(A{1});
s=0;
for i=1:d1
for j=1:d2
s=s+(A{i}{j});
end
if d2~=1
d=s/d2;
else
d=s;
end
end
function [ d] = euklid6( A,B )
%%[d] = euklid6(A,B)
%
% Euklidovska vzdialenost bodov
[hA,tA]=size(A);
[hB,wB]=size(B);
z=1;
if hA==1 & hB==1
for i=1:hA
d(i)=sqrt(sum((A(i,:) - B(i,:)).^2));
end
else
if hA==1 & hB==1 & tA==1 & wB==1
for i=1:hA
for j=1:hB
d(z)=sqrt(sum((A(i,:) - B(j,:)).^2));
z=z+1;
end
end
else
for i=1:hA
for j=1:hB
d(z)=sqrt(sum((A(i,:) - B(j,:)).^2));
z=z+1;
end
end
end
end
end
My output is Z={1x1 cell} {1x5 cell} {1x4 cell}.
as I show the individual cell in image?
Z{1}= first cluster Z{2}= second cluster Z{3}= third cluster
each cluster must be different colors.
Thanks.
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