Well wasn't it fall during the proposal, "not two years later." So it could be fall 2014. That gives more wiggle room.
The only evidence that it was Autumn during the proposal is the trees changing colors. Chances are that scene was filmed recently, and the current season is... Fall.
On top of that, the background was definitely green-screened. They weren't really standing atop a lighthouse.