It's possible that your tires have rocks stuck in them. I'd be willing to bet thought that it is actually your CV joints also referred to as drive axles. If the noise is louder when turning I'd go withe CV's.
Your CV joints need to be replaced, They can be taken apart and repacked if nothing is broken or chipped,but the cost of labour cheaper just to change whole shaft
