How can I extract the tree countour of an aerial image and count it?

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I have an aerial image and I want to extract the contour of the trees in a certain region of the image and I want to count the number of tree in this region..I try with contour but results are not encouraging. Can someone help me?

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Stalin Samuel
Stalin Samuel 2017-2-14
here you can find the sample code for similar problem., similar discussion1

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