Mount Fuji from the Shinkansen trains Summer is also the time when Mount Fuji can be clearly seen from a Shinkansen train leaving Tokyo towards Nagoya – Osaka – Kyoto. The window view is impressive – make sure to reserve your D or E seat (C or D in Green Cars), which is the right side from Tokyo, left side from Kyoto.