He was based in Fukuoka at the time of the surrender of Japan. In July 1946, Yokoyama was arrested by the US Occupation authorities and was sentenced to death due to command responsibility for vivisection and other human medical experiments performed at the Kyushu Imperial University on downed Allied airmen. He died of illness while in Sugamo Prison in Tokyo while awaiting retrial in 1952.