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eCognition is the best software for that, I did that using other software but eCognition its better. Here is the reference to literature on the subject: Karlson, M., Reese, H., & Ostwald, M. (2014). Tree Crown Mapping in Managed Woodlands (Parklands) of Semi-Arid West Africa Using WorldView-2 Imagery and Geographic Object Based Image Analysis. ...

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