Corporal Stroup was a member of Company M, 3rd Battalion, 38th Infantry Regiment, 2nd Infantry Division. He was taken Prisoner of War while fighting the enemy in South Korea on 12 February 1951. He was presumed dead on 23 February 1954.

His remains were recovered on 1 July 1993 and identified on 26 March 2011. His name is inscribed on the Courts of the Missing at the Honolulu Memorial.

Stroup was awarded the Purple Heart, the Combat Infantryman Badge, the Prisoner of War Medal, the Korean Service Medal, the United Nations Service Medal, the National Defense Service Medal, the Korean Presidential Unit Citation and the Republic of Korea War Service Medal.