That is a wheel bearing. Loading the car onto the good side by turning takes weight off the bad bearing and the noise drops, which is how we tell left from right without taking anything apart.
Tyres worn into a saw-tooth pattern make almost the same noise, so we run a hand across the tread first. Bearings do not fix themselves and a collapsed one can take the hub with it.