In Brooklyn , New York , the Annual Sakura Matsuri Cherry Blossom Festival takes place in May , at Brooklyn Botanic Garden . In Brooklyn , New York , the `` Annual Sakura Matsuri Cherry Blossom Festival '' takes place in May , at Brooklyn Botanic Garden .