Playing the double bass is not a matter of muscle or sheer physical strength; it is about finding out how to make your body work most efficiently. A teacher is a must to get started properly.
I'd agree that it's not only a matter of physical strength, but it certainly is a factor(as always, IMO & IME).
The few lessons I've had made a huge difference; wholeheartedly agreed on the importance of finding a good teacher.