A whole other approach, but I wonder if segmentation might be easier using a video of a leaf moving against a stationary background. The leaf is the part that is changing.

I've often wondered about identifying local trees; I've looked up site of trees, but often leaves seem very similar to several different trees.

Great to have it for other countries, and an edible plant guide.