Yeah, that is the one that is in/at the airport. The link I saw about it said it was 500 meters from the airport. I'm pretty sure I stayed at the other one called Garden Court.

Southern Sun Johannesburg International Airport Hotel
(formerly Holiday Inn Johannesburg International Airport Hotel)
Johannesburg, South Africa

Link to Southern Sun's web site:
Southern Sun Joburg International

-Bob F.