Yes, love is a choice you make every day. No one is perfect and therefore no relationship is perfect, and we have to choose to keep loving through the imperfections.
The Greeks had three words for love: eros, philios, and agape. Eros is not a choice, but agape, love that sacrifices for the good of others, is definitely a choice.