In addition to the cruise ship shuttles the National Express coaches to Southampton (and elsewhere) have wheelchair lifts.
If visiting London first the trains to Southampton have wheelchair bays and boarding ramps, you can request assistance in advance via phone or website, visit the assistance booth at Waterloo station when you reach the station.
Wheelchair enabled taxis are available in London and Southampton