This deals with matching surf features on an image. It has a function called detectMSERFFeatues which finds out interest points in an image and mark them with a circles.
I = imread('cameraman.tif');
regions = detectMSERFeatures(I);
figure; imshow(I); hold on;
plot(regions, 'showPixelList', true, 'showEllipses', false);
figure; imshow(I); hold on;
plot(regions); % by default, plot displays ellipses and centroids
I = imread('cameraman.tif');
regions = detectMSERFeatures(I);
figure; imshow(I); hold on;
plot(regions, 'showPixelList', true, 'showEllipses', false);
figure; imshow(I); hold on;
plot(regions); % by default, plot displays ellipses and centroids
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