How to reject clutters or background while detecting the Man Made Objects in the natural images with grass and trees?

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Hello everyone,
Could anyone helps me or explains how to reject the background of the natural images in order to detect Man Made Objects and draw the a line around the objects boundaries. It differs from detecting Man Made Objects from the aerial scene. Also, if anyone has any sources or codes please kindly share :) It would be helpful to do my project.
Note: attached some pictures in the zip file to take a look for them and to to understand more about what I meant in my question.
Thank you!
Mostafa

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