Lyric discussion by DrNegative 

Cover art for Even Now lyrics by Dashboard Confessional

I believe that his girl left him.

He is saying that he relives the happiness and love of being with her in his memories. Now that she is gone, his memories of her are all that he has left. Every time he almost forgets about her, he finds her in his memory.