Extract Features from Image with Kinect for Windows

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Craig
Craig on 29 May 2015
Edited: Craig on 29 May 2015
I am trying to extract the 3D coordinates of an object using the Kinect for Windows camera. The object to be extracted will be highlighted either with a vivid color, or graphic that can be recognized using feature extraction.
I have used MATLAB and Kinect for both feature extraction and 3D co-ordinate extraction before, however I am having a problem trying to merge the techniques together.
A really simple way to highlight the object, and extract it as a feature in a 2D image is to draw 5 circles really close to each other on the object, Then put it view of the camera and use
CenterCoords = imfindcircles(image, [15 20]);
to extract the co-ordinates of all circles (within a radius range) in the image. You can then remove all circles in the image that don't have 5 similar circles in there immediate proximity, and extract the co-ordinate of the center circle.
But how can I extend this idea to 3D? How can I extract the 3D co-ordinates of a highlighted object using the Kinect Camera?

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