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Opencv remove convexity defects from convex Hull

I have an image with a convexHull drawn on it (seen here: http://imgur.com/BPsiIgm). How would I change the grey convex hull line so that, rather than being straight lines to each point in the hull, they conform more to the boundary/contours of the objects within the convex hull?