I have found that there was an option to extract images from PDFs via "Save to iPhoto" option of Preview.
Unfortunately, I don't see this option in Version 8.0 (859.21).
Is there still an option to export images from this Version of Preview? Any other ways native to Yosemite?
scrshot of Preview Print Options