The Shinkansen bullet train can take you from Shin-Fuji Station to Kyoto Station in just 2 hours and 31 minutes. Bus: There are also a number of buses that run between Mount Fuji and Kyoto. The journey takes around 5 hours and 30 minutes. Car: If you have a car, you can drive from Mount Fuji to Kyoto.