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how can i use graph edit distance for n number of nodes

조회 수: 4 (최근 30일)
DEEPAK P
DEEPAK P 2017년 4월 25일
댓글: DEEPAK P 2017년 4월 26일
i am doing my project on Graph based representation of handwritten Devanagari word images. i want to use the graph edit distance to match the graph. i have created GXL file. i want some code to find graph edit distance for n number of nodes in a graph. please help me. thanks in advance.
this is my graph image
  댓글 수: 3
DEEPAK P
DEEPAK P 2017년 4월 25일
clc;
clear all;
close all;
X=imread('d1.png');
figure,imshow(X)
b = imresize(X,[100,100]);
si = size(b,1);
sj = size(b,2);
%figure;imshow(b);
% Binarization
th = graythresh(b);
I = im2bw(b,th);
% %thinning
kl=bwmorph(~I,'thin',inf);
figure,imshow(kl)
%figure,
R(:,:)=kl(:,:);
%grid size
t1=5;
D=100;
I=1;
U1=t1;
J=1;
U2=t1;
E=1;
t2=D/t1;
%Z=1;
for iir=1:t2
for jjr=1:t2
B(I:U1,J:U2)=R(I:U1,J:U2);
% vc=sum(B(I:U1,J:U2));
% Fd=sum(vc);
[x,y]=find(B==1);
CX=mean(x);
CY=mean(y);
CXXX(E)=CX;
CYYY(E)=CY;
CXX(iir,jjr)=CX;
CYY(iir,jjr)=CY;
T(I:U1,J:U2)=B(I:U1,J:U2);
J=J+t1;
U2=U2+t1;
E=E+1;
clear B x y
end
I=I+t1;
U1=U1+t1;
J=1;
U2=t1;
end
%plot and grid
%figure,imshow(R)
hold on
M10 = size(R,1);
N10 = size(R,2);
a=t1;
b=t1;
for k = 1:a:M10
x = [1 N10];
y = [k k];
plot(x,y,'Color','white');
set(findobj('Tag','MyGrid'),'Visible','on')
end
for k = 1:b:N10
x = [k k];
y = [1 M10];
plot(x,y,'Color','white');
set(findobj('Tag','MyGrid'),'Visible','on')
end
z = imread('empty.jpg');
r = imresize(z,[100,100]);
figure,imshow(r);
hold on
plot(CYY,CXX,'g*')
%line(CYY,CXX)
%CC=bwconncomp(CXX,4)
hold off
%node neighbourhoood analyssis
N1=t2;
for I2=1:N1
for J2=1:N1
%last row
if(I2>=N1)
W1=CXX(I2,J2);
W2=CXX(I2-1,J2);
W3=CYY(I2,J2);
W4=CYY(I2-1,J2);
W6=[W1,W2];
W7=[W3,W4];
line(W7,W6);
if(J2>=N1)
Z=CXX(I2,J2);
else
if (CXX(I2,J2+1)>1)&& ((CYY(I2,J2+1)>1))
TXX=CXX(I2,J2);
TYY=CXX(I2,J2+1);
TTX=CYY(I2,J2);
TTY=CYY(I2,J2+1);
IY=[TXX,TYY];
IIY=[TTX,TTY];
line(IIY,IY);
end
end
else
if(J2>=N1);
W1=CXX(I2,J2);
W2=CXX(I2+1,J2);
W3=CYY(I2,J2);
W4=CYY(I2+1,J2);
W6=[W1,W2];
W7=[W3,W4];
line(W7,W6);
else
if (CXX(I2,J2+1)>1)&& ((CYY(I2,J2+1)>1))
TXX=CXX(I2,J2);
TYY=CXX(I2,J2+1);
TTX=CYY(I2,J2);
TTY=CYY(I2,J2+1);
IY=[TXX,TYY];
IIY=[TTX,TTY];
line(IIY,IY);
end
if (CXX(I2+1,J2)>1)&& ((CYY(I2+1,J2)>1))
W1=CXX(I2,J2);
W2=CXX(I2+1,J2);
W3=CYY(I2,J2);
W4=CYY(I2+1,J2);
W6=[W1,W2];
W7=[W3,W4];
line(W7,W6);
J2=J2+1
end
end
end
end
end
A=zeros(t2,t2);
ttt=1;
c5=1;
for rt=1:t2
for rt1=1:t2
if(CXX(rt,rt1)>1)
A(rt,rt1)=ttt
B(c5)=ttt
end
ttt=ttt+1;
c5=c5+1;
end
end
g=1;
jk=1;
um=t2-1;
um1=t2;
for iir=1:t2
for jjr=1:t2
if(A(iir,jjr)>=0)
BB(jk)=0;
DD(g)=0;
FF(g)=0;
HH(g)=0;
end
if(A(iir,jjr)>=1)
if(iir==um1)&&(jjr==1)
GG(g)=A(iir,jjr);
HH(g)=A(iir-1,jjr);
BB(jk)=A(iir,jjr+1);
DD(g)=0;
else
if(iir==um1)&&(jjr>1)&&(jjr<=um)
FF(g)=A(iir,jjr-1);
BB(jk)=A(iir,jjr+1);
HH(g)=A(iir-1,jjr);
else
if(iir==um1)&&(jjr==um1)
HH(g)=A(iir-1,jjr);
FF(g)=A(iir,jjr-1);
DD(g)=0;
BB(jk)=0;
else
if(iir==1)&&(jjr==um1)
FF(g)=A(iir,jjr-1);
DD(g)=A(iir+1,jjr);
BB(jk)=0;
else
if(iir>=1)&&(iir<=um)&&(jjr==um1)
HH(g)=A(iir-1,jjr);
DD(g)=A(iir+1,jjr);
FF(g)=A(iir,jjr-1);
BB(jk)=0;
else
if(iir==1)&&(jjr==1)
BB(jk)=A(iir,jjr+1);
DD(g)=A(iir+1,jjr);
else
if(iir==1)&&(jjr>=1)&&(jjr<=um)
FF(g)=A(iir,jjr-1);
DD(g)=A(iir+1,jjr);
BB(jk)=A(iir,jjr+1);
else
if(iir>1)&&(iir<=um)&&(jjr==1)
HH(g)=A(iir-1,jjr);
DD(g)=A(iir+1,jjr);
BB(jk)=A(iir,jjr+1);
else
if(iir>1)&&(iir<=um)&&(jjr>1)&&(jjr<=um)
BB(jk)=A(iir,jjr+1);
DD(g)=A(iir+1,jjr);
HH(g)=A(iir-1,jjr);
FF(g)=A(iir,jjr-1);
end
end
end
end
end
end
end
end
end
end
g=g+1;
jk=jk+1;
end
end
adj=zeros(t2*t2);
H9=size(adj);
Y=1;
for ll=1:1
for ii=1:H9(1,1)
for jj=1:H9(1,1)
if (ii>=4)
if (jj==DD(1,Y))
adj(ii,jj)=1;
end
if (jj==FF(1,Y))
adj(ii,jj)=1;
end
if (jj==BB(1,Y))
adj(ii,jj)=1;
end
if (jj==HH(1,Y))
adj(ii,jj)=1;
end
else
if (jj==BB(1,Y))
adj(ii,jj)=1;
end
if (jj==DD(1,Y))
adj(ii,jj)=1;
end
if (jj==FF(1,Y))
adj(ii,jj)=1;
end
if (jj==HH(1,Y))
adj(ii,jj)=1;
end
end
end
Y=Y+1;
end
end
M = adj;
M(~any(M,2),:) = []; % remove zero rows
M(:,~any(M,1)) = []; % remove zero columns
X = CXX'; % transpose
Y = CYY'; % transpose
X = X(:); % x vector
Y = Y(:); % y vector
X(isnan(X)) = []; % remove Nan
Y(isnan(Y)) = [];
G = graph(M); % graph
plot(G,'k','Xdata',X,'Ydata',Y,'MarkerSize',15,'NodeLabel',{});% plot
this my code i am tried yet please run this code i have stored my coordinates in CXX and CYY
DEEPAK P
DEEPAK P 2017년 4월 25일
my input image

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답변 (1개)

Christine Tobler
Christine Tobler 2017년 4월 25일
I'm afraid MATLAB does not provide functionality for computing the Graph Edit Distance. I took a look at the wikipedia page, which gives a high-level definition and some ideas of algorithms used for computing it.
The suggested exact solution on the wikipedia page sounds prohibitively expensive if you were to try to store the "edit graph" (a graph where each node corresponds to a graph, and each edge corresponds to one of the operations addnode, rmnode, addedge, rmedge). You would need to somehow store this graph implicitly for an efficient algorithm.
You might have more luck looking into the two suggested approximation algorithms, and trying to implement one of these in MATLAB. (Note I have not looked at these papers - this may not be practical either).
Also take a look at this stackoverflow post, which recommends some software for this problem.
  댓글 수: 3
Steven Lord
Steven Lord 2017년 4월 26일
You want to tell if two graphs are isomorphic?
DEEPAK P
DEEPAK P 2017년 4월 26일
no sir i want to match the two graphs using graph edit distance.

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