If you have a very-high resolution image (< 1m ) and it has only 3 spectral bands in the visible spectrum (Red, Green, Blue - RGB) with no additional infrared bands (NIR), the best option to extract trees is to use an OBIA method ( > eCognition is one of the best OBIA softwares).
So, for your task, me I would use eCognition.