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Feature extraction - tree locations and canopies

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Friend's, does anyone use or know a software or methodology where tree canopies can be extracted and a dot representing the tree placed in the canopy centre from high resolution raster images? This can be done interactively or automatically.  Here is an example using R but when the data is big, it crashes and a solution could not be found. Any help to achieve a result like this would be really appreciated.

Many thanks in advance default_smile.png





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