Jerusalem artichokes have opposite leaves that are 2 to 3 times longer than they are wide, while the sunflowers in the picture have very broad, alternate leaves. Also, the disk florets on Jerusalem artichoke are typically yellow or, at most, a light reddish brown as opposed to the dark brown disk florets easily visible in the pictures.
