The calculated distance (air line) between Atami and Ōtsuki is approximately 37 miles respectively 59 kilometers.
By car or train, the actual journey to Ōtsuki is certainly longer, as only the direct route (as the crow flies) between Atami and Ōtsuki has been calculated here.