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First you will need to determine the bounding rectangle for the ellipse. Here is the sample code for it,

Rect patch =  your_ellipse.boundingRect();

Secondly to extract the patch you will need to extract the ROI of the patch. Here is the sample code for it,

Mat ROI(image,patch);

Hope it helps.