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For the descriptor extraction you will need a vector<cv::Keypoint> as input.

You can set a cv::KeyPoints size and angle by using the ellipse's RotatedRect's width, height and angle. This will define the region used to compute your descriptor.

I haven't tried this myself, but I think this should work.