The calculated distance (air line) between Southampton and Chelsea is approximately 67 miles respectively 108 kilometers.
By car or train, the actual journey to Chelsea is certainly longer, as only the direct route (as the crow flies) between Southampton and Chelsea has been calculated here.
Air line (approximately)
108 kilometers
58 nautical miles