The calculated distance (air line) between Atami and Hiratsuka is approximately 23 miles respectively 37 kilometers.
By car or train, the actual journey to Hiratsuka is certainly longer, as only the direct route (as the crow flies) between Atami and Hiratsuka has been calculated here.