The Shin-Fuji Station is the closest Bullet Train Station to Mt. Fuji, it only takes just over 1 hour from Tokyo Station to Shin-Fuji Station and only about 2 hours ?from Shin-Fuji Station to Kyoto Station. Absolutely, without a doubt, the Bullet Train offers the fastest and most comfortable transfer to and from Mt.