Vernon was announced missing on March 1, 1942, due to a Japanese attack on the U.S.S. Pecos that he was stationed on at the time. He was presumed dead on March 28, 1942, and was finally officially recorded dead on December 15, 1945. He was memorialized on the Walls of the Missing at the Manila American Cemetery on McKinley Road, Fort Bonifacio, Philippines.