They seem to be growing in and near bushes you see in the pictures. They like the shade but I don't know the names, they're about 4 - 5 feet tall. The stem is about .5 - 1 inch thick.
Might be Pokeweed. http://www.cincinnatitrackers.org/images/pokeweed.JPG http://hotdogjam.files.wordpress.com/2009/08/q12.jpg
Probably not brugmansia; on taking another look after Saltcedar's post I see that the stems don't look as "solid" as brugmansia's.