Do seaplanes need to get clearance for takeoff?
If the seaplane is operating from a land airport with a control tower AND a water runway, yes.  Or, if the seaplane is operating from a Tower controlled  water-only aerodrome, such as the one along the waterfront in Vancouver BC in Canada, yes also.  Same radio procedures as any other airplane.  

Otherwise, no.