One of the places I go the most (and you will probably hear about the most) is Cedar City, Utah.
I really enjoy the drive to Cedar because the scenery gradually changes from desert to mountainous, and that means lots of bright, vibrant colors. This last trip was especially nice because a thunderstorm was rolling through the southwest.