The calculated distance (air line) between Cowes and Southampton is approximately 11 miles respectively 17 kilometers.
By car or train, the actual journey to Southampton is certainly longer, as only the direct route (as the crow flies) between Cowes and Southampton has been calculated here.
Air line (approximately)
17 kilometers
9 nautical miles