Update:
@thatmattbone gave a tweet that led me to Pillow, a fork of PIL that's much simpler to install. Only change I had to make was imports. I had been importing just "Image" and needed to change to "PIL.Image". Installing Pil(low) in a virtual env is now a piece of cake:
pip install Pillow
Before Pillow, this is what I was doing...