How to fill a dip at the edge of a binary image

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Hi All, I am trying to fill the following binary image to make it into a circle (not a perfect circle though, so trying to make into a circle using the centroid and max diameter provides results which are off a bit). The fact that it is at the edge of the binary object makes it challenging. Any pointers would be extremely useful. Thanks!

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Image Analyst
Image Analyst 2017-4-11
Not challenging at all since there's a function in the Image Processing Toolbox that will do that. Get the binary image, then call bwconvhull().

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