How can I implement a fisheye lens effect (barrel transformation) in MATLAB?

18,099

Solution 1

I believe this is typically referred to as either a "fisheye lens" effect or a "barrel transformation". Here are two links to demos that I found:

Example

In this example, I started with the function radial.m from the first link above and modified the way it relates points between the input and output spaces to create a nice circular image. The new function fisheye_inverse is given below, and it should be placed in a folder on your MATLAB path so you can use it later in this example:

function U = fisheye_inverse(X, T)

  imageSize = T.tdata(1:2);
  exponent = T.tdata(3);
  origin = (imageSize+1)./2;
  scale = imageSize./2;

  x = (X(:, 1)-origin(1))/scale(1);
  y = (X(:, 2)-origin(2))/scale(2);
  R = sqrt(x.^2+y.^2);
  theta = atan2(y, x);

  cornerScale = min(abs(1./sin(theta)), abs(1./cos(theta)));
  cornerScale(R < 1) = 1;
  R = cornerScale.*R.^exponent;

  x = scale(1).*R.*cos(theta)+origin(1);
  y = scale(2).*R.*sin(theta)+origin(2);
  U = [x y];

end

The fisheye distortion looks best when applied to square images, so you will want to make your images square by either cropping them or padding them with some color. Since the transformation of the image will not look right for indexed images, you will also want to convert any indexed images to RGB images using ind2rgb. Grayscale or binary images will also work fine. Here's how to do this for your sample Google logo:

[X, map] = imread('logo1w.png');  % Read the indexed image
rgbImage = ind2rgb(X, map);       % Convert to an RGB image
[r, c, d] = size(rgbImage);       % Get the image dimensions
nPad = (c-r)/2;                   % The number of padding rows
rgbImage = cat(1, ones(nPad, c, 3), rgbImage, ones(nPad, c, 3));  % Pad with white

Now we can create the transform with maketform and apply it with imtransform (or imwarp as recommended in newer versions):

options = [c c 3];  % An array containing the columns, rows, and exponent
tf = maketform('custom', 2, 2, [], ...  % Make the transformation structure
               @fisheye_inverse, options);
newImage = imtransform(rgbImage, tf);   % Transform the image
imshow(newImage);                       % Display the image

And here's the image you should see:

enter image description here

You can adjust the degree of distortion by changing the third value in the options array, which is the exponential power used in the radial deformation of the image points.

Solution 2

I think you are referring to the fisheye lens effect. Here is some code for imitating fisheye in matlab.

Solution 3

Just for the record:

This effect is a type of radial distortion called "barrel distortion".

For more information please see:

http: //en.wikipedia.org/wiki/Distortion_(optics)

Here is a different method to apply an effect similar to barrel distortion using texture mapping (adapted from MATLAB Documentation):

[I,map] = imread('logo.gif');
[h,w] = size(I);

sphere; 

hS = findobj('Type','surface');

hemisphere = [ones(h,w),I,ones(h,w)];

set(hS,'CData',flipud(hemisphere),...
    'FaceColor','texturemap',...
    'EdgeColor','none')

colormap(map)
colordef black
axis equal
grid off
set(gca,'xtick',[],'ztick',[],'ytick',[],'box','on')
view([90 0])

This will give you the circular frame you are looking for but the aliasing artifacts might be too much to deal with.

Share:
18,099
user198729
Author by

user198729

Updated on July 19, 2022

Comments

  • user198729
    user198729 almost 2 years

    How can one implement the fisheye lens effect illustrated in that image:

    fisheye example

    One can use Google's logo for a try:

    alt text

    BTW, what's the term for it?