How can I measure particle size distribution from an AFM scan

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Hi,
I have an image obtained from an AFM scan (where each pixel represents height) and I recognize nano-features when I'm using mean curvature analysis. Now I want to measure the mean size of these features. I tried to use watershed analysis on the original scan, but it appears that Matlab recognized only half of the features in the scanned area.
I would be happy if someone could advice me and offer a better method to calculate it.
thanks a lot

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