Field guide to Tennessee trees is applicable to surrounding states as well
I happened upon a free pocket field guide to Tennessee trees, written by a State of Tennessee forester. It's in pdf format, so you can download and print it. It has helpful information and good photos.
Download: The All Season Pocket Guide To Identifying Common Tennessee Trees