This is probably what they will see.
Not a mushroom cloud and a full blast, but the ground surface changing colors and puffs of dust(or smoke.)
Many soldiers viewed the first Atomic tests in the desert in the 1940's most of them had some sort of problems caused by the radiation in their later years.