Performing Raster Noise Reduction and Edge Smoothing?

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I have a raster image like this


I want to delete the isolated noise point and smooth the edge (say the white single points, and I want the edges of the entity look smooth). How can I do this in ArcGIS or in R?

The cell size is 30*30.



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