Traffic was delayed while police and ambulance services rushed to the scene in Rodney Road, by the junction to Anson Road.
A South Central Ambulance Service spokesman said a call was received just after 3pm, and a rapid response vehicle and ambulance were dispatched.
Paramedics have been treating the motorcyclist, but it is thought he has only suffered minor injuries.