Find sphere fit on binary matrix

Hi all,
I have a (239,239,85) binary matrix in which the 1's correspond to the mask of a geometrical shape (see attachment). I want to fit a sphere around it, so that it fits best to the binary mask. I have already tried this: https://nl.mathworks.com/matlabcentral/fileexchange/34129-sphere-fit-least-squared, but that does not work since the matrix is singular. Can anybody help me out? Thanks in advance!

1 Comment

If the matrix is singular then enter the data all lies in the same plane or else you are passing the wrong information to the fitting function.

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 Accepted Answer

load('matrixfit.mat')
[m,n,p] = size(tumor3) ;
[X,Y,Z] = ndgrid(1:m,1:n,1:p) ;
k = tumor3(:) ;
x = X(:) ;
y = Y(:) ;
z = Z(:) ;
P = [x(k==1) y(k==1) z(k==1)] ;
[Center,Radius] = sphereFit(P) ; % Use that file exchange function
I got:
Center = [100.8695 103.3629 37.2319] ;
Radius = 3.0785 ;

5 Comments

Thank you! This is exactly what I was looking for.
Are X and Y reversed here? Remember that X is the second index of an array and Y is the first index of an array.
I have a follow-up question on plotting the sphere. I have extracted the radius and center via your script, but when I want to draw the sphere, it does not give me the right results, since the center is not at the center of the coordinates given. The script is given below
array_x=239; array_y=239; array_z=85;
sphere=create_sphere(round(Radius),array_x,array_y, array_z, round(Center));
function solid_sphere=create_sphere(radius,array_x,array_y, array_z,Center)
ax=(array_x-1)/2; ay=(array_y-1)/2; az=(array_z-1)/2;
axlin=linspace(-ax,ax,array_x); aylin=linspace(-ay,ay,array_y); azlin=linspace(-az,az,array_z);
[X,Y,Z]=meshgrid(axlin, aylin, azlin);
solid_sphere= sqrt((X+(0.5*Center(1))).^2 + (Y+(0.5*Center(2))).^2 + (Z+(0.5*Center(3))).^2) <= radius ;
end
Can anybody help me out? Thanks in advance!
Usually,
solid_sphere= sqrt((X-Center(1)).^2 + (Y-Center(2)).^2 + (Z-Center(3)).^2) <= radius ;
Is it different in your case ?
I think so, since I have made a linspace varying from -119 to -119 (for x and y), and from -43 to 43 for z. I used the equation you mentioned in the following script:
array_x=239; array_y=239; array_z=85;
sphere=create_sphere(round(Radius),array_x,array_y, array_z, round(Center));
function solid_sphere=create_sphere(radius,array_x,array_y, array_z,Center)
[X,Y,Z]=meshgrid(0:1:array_x-1, 0:1:array_y-1, 0:1:array_z-1);
solid_sphere= sqrt((X-madCenter(1)).^2 + (Y-Center(2)).^2 + (Z-Center(3)).^2) <= radius ;
end
But that also does not give me the right center unfortunately.

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Asked:

on 18 Feb 2022

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on 21 Feb 2022

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