Theory of Bicubic interpolation
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For the bicubic code which is given in the this link https://www.mathworks.com/matlabcentral/answers/405846-bicubic-interpolation-direct-interpolation-formula-matlab-source-code, where can I get the expalnation of this code. The explanation which is given in the link https://en.wikipedia.org/wiki/Bicubic_interpolation
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Bruno Luong
le 24 Fév 2021
Modifié(e) : Bruno Luong
le 24 Fév 2021
It has been answered here
In 2D you do in one direction followedred by another.
%%
x = [-1:2];
y = [-1:2];
[X,Y] = meshgrid(x,y);
xq = rand;
yq = rand;
Z = rand(size(X));
Zq = interp2(x,y,Z,xq,yq,'bicubic')
% Check bicubic formula
Pl = [1.5,-2.5,0,1];
Pr = [-0.5,2.5,-4,2];
cubicp = @(x) (x<=1).*polyval(Pl,x) + (x>1 & x<2).*polyval(Pr,x);
cubic = @(x) cubicp(abs(x));
Zq = 0;
[~,i0] = histc(xq,x);
[~,j0] = histc(yq,y);
for i = i0-1:i0+2
for j = j0-1:j0+2
k = sub2ind(size(Z),j,i);
Zq = Zq + cubic(X(k)-xq)*cubic(Y(k)-yq)*Z(k);
end
end
Zq
3 commentaires
Bruno Luong
le 25 Fév 2021
Modifié(e) : Bruno Luong
le 25 Fév 2021
The theory is in the Key's paper on the reference of the document of interp1 and interp2 and in the link II provide (coeffcient in eqt 4 do you read it?).
Apparently it's free access here
Mostly coefficients are computed to provide a smooth convolution kernel and compact support.
The example I give is formula for interpolation at a singe point (xq,yq).
For more points just loop on it. No relevant if you want to understand the formula.
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