See this question for example. I cannot imagine an example where "noise" is discussed but it is not about noise reduction. (noise enhancement???)
I suggest we keep the shorter one, noise, and make the other synonym.
Clicking on the noise tag you can get some examples of questions about noise but no reduction:
So to me it is not clearly a synonym of noise-reduction given the current state of things.