The calculated distance (air line) between Ōshima and Yokohama is approximately 50 miles respectively 81 kilometers.
By car or train, the actual journey to Yokohama is certainly longer, as only the direct route (as the crow flies) between Ōshima and Yokohama has been calculated here.