Private Segura was a member of Company B, 1st Battalion, 29th Infantry Regimental Combat Team. He was Killed in Action while fighting the enemy in South Korea on 20 October 1950. His remains were not recovered. His name is inscribed on the Courts of the Missing at the Honolulu Memorial.

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, the Korean Presidential Unit Citation and the Republic of Korea War Service Medal.