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How should I choose the shape of the structuring element for a morphological closing?

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I am working on a Python script to identify objects in an image and place each on a transparent background. My currently steps are 1. Open image 2. Apply bilateral filter to smooth textures 3. Use Canny to find edges 4. Apply a closing to fill gaps in the edges 5. Find contours 6. Use each contour to mask the image appropriately Everything is working fairly well, but I had a question about the closing. I am currently using a 5 by 5 square as the structuring element for closing. I am aware of the getStructuringElement method that allows for easy production of other shapes, but I don't understand why I would choose one shape over another. What shapes might I consider for my application, and why?

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