The way I understand it's meaning is sort of an unrequited love that the boy has for the girl. The boy is saying that everything else reminds him of the girl and he is wishing she would understand how he feels :)
This is such an amazing song, I love it so much. It speaks a lot of how I feel for this one person. Haha!