If bicycles are rare, you are still much more likely to be seen and avoided if you are where cars expect a car to be, then if you are where cars expect nothing to be.

Of course, there are still situations where riding in the street - either in a bike lane or taking the lane - is dangerous or otherwise impractical; the question is whether riding on the sidewalk is an improvement, or whether you should be forgoing cycling (perhaps walking your bike).