Private Segura was a member of the 7th Cavalry Regiment, 1st Cavalry Division. He was seriously wounded by the enemy in North Korea on 27 September 1951 and died of those wounds later that day.

Segura was awarded the Purple Heart, the Combat Infantryman's Badge, the Korean Service Medal, the United Nations Service Medal, the National Defense Service Medal and the Republic of Korea War Service Medal.