Why is the structuring element asymmetric in OpenCV?
cv2.getStructuringElement(cv2.MORPH_ELLIPSE, ksize=(4,4))
returns
array([[0, 0, 1, 0],
[1, 1, 1, 1],
[1, 1, 1, 1],
[1, 1, 1, 1]], dtype=uint8)
Why isn't it
array([[0, 1, 1, 0],
[1, 1, 1, 1],
[1, 1, 1, 1],
[0, 1, 1, 0]], dtype=uint8)
instead?
Odd-sized structuring elements are also asymmetric with respect to 90-degree rotations:
array([[0, 0, 1, 0, 0],
[1, 1, 1, 1, 1],
[1, 1, 1, 1, 1],
[1, 1, 1, 1, 1],
[0, 0, 1, 0, 0]], dtype=uint8)
What's the purpose of that?
There's no purpose for it other than it's one of many possible interpolations for such a shape. In the case of the ellipse with size 5, if it were full it would just be the same as the MORPH_RECT
and if the same two were removed from the sides as from the top it would be a diamond. Either way, the way it's actually implemented in the source code is what you would expect---it creates a circle via the distance function and takes near integers to get the binary pixels. Search that file for cv::getStructuringElement
and you'll find the implementation, it's nothing too fancy.
If you think an update to this function should be made, then open up a PR on GitHub with the implemented version, or an issue to discuss it first. I think a successful contribution would be easy here and I'd venture that the case for symmetry is strong. One would expect the result of a symmetric image being processed with an elliptical kernel wouldn't depend on orientation of the image.