The Lucky One by Nicholas Sparks

The Lucky One - In Iraq, Logan Thibault is serving as a Marine, he finds a picture of a woman at a county fair on the ground. When noone claims the picture from the base bulletin board, he keeps the picture. Because he subsequently survives over 10 bombings, his fellow marines believed the picture a good luck piece. When he returned home, he began his search for the woman in the picture.