I noticed the same thing, especially when I just had the firing range headphones. However whenever paired, or even alone did help some. It turned the noise around me into more of Peanut's teacher sound (wawawaan).

Earbuds and white noise does seem to help. I've found that binaural beats help block the noise and increase my focus.