Possibly an Obon festival. A large number of paper lanterns hanging from a structure that is hard to see in the photograph. People are standing underneath.
The Hitachi Maru Memorial in Aoyama Cemetary. This memorializes the Hitachi Maru, a Japanese transport ship with over 1,200 people on board, lost in fighting in 1904 during the Russo-Japanese War.