The calculated distance (air line) between Mishima and Ōtsuki is approximately 35 miles respectively 56 kilometers.
By car or train, the actual journey to Ōtsuki is certainly longer, as only the direct route (as the crow flies) between Mishima and Ōtsuki has been calculated here.