Atago underwent a second modernization program at Yokosuka from 22 April to 21 May 1942 in which her single 12 cm/45 10th Year Type naval guns were replaced with new dual Type 89 12 cms  dual purpose guns, Atago departed for the Battle of Midway, where she was used to escort the transports ferrying the invasion force.