Transform image or a set of point from the direction of eigenvector

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Maia2022 el 28 de Jul. de 2022
Respondida: Hari el 4 de Sept. de 2023
I'm using the function:
[outIm,whatScale,Direction] = FrangiFilter2D(I, options) in
where Direction is a matrix from computing the direction of the minor eigenvector:
% Calculate (abs sorted) eigenvalues and vectors
% Compute the direction of the minor eigenvector
angles = atan2(Ix,Iy)
I'd like to use Direction to transform the original image (or a set of original points) in order to correct the warping.
How could I do this without using imtransform or imwarp ?
Thank you,

Respuestas (1)

Hari el 4 de Sept. de 2023
Hi Maia,
As per my understanding, you want to use the Direction matrix to transform the original image without using the built-in imtransform or imwarp functions in MATLAB.
You can do so by manually applying the transformation using interpolation techniques. You can follow the below steps:
  1. Obtain the size of the original image.
[height, width] = size(I);
2. Create a grid of coordinates representing the pixel locations in the original image.
[X, Y] = meshgrid(1:width, 1:height);
3. Calculate the displacement vectors using the Direction matrix.
displacementX = Direction(:,:,1);
displacementY = Direction(:,:,2);
4. Apply the displacement vectors to the grid of coordinates.
newX = X + displacementX;
newY = Y + displacementY;
5. Perform interpolation to obtain the transformed image or transformed set of points.
transformedIm = interp2(X, Y, I, newX, newY, 'linear', 0);
% For transforming a set of points represented by pointsX and pointsY:
transformedPointsX = interp2(X, Y, pointsX, newX, newY, 'linear', 0);
transformedPointsY = interp2(X, Y, pointsY, newX, newY, 'linear', 0);
Refer the below documentation to learn more about interp2 function in MATLAB.


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