Why does denoising require global information? Shouldn't it be mostly local? I would expect individual pixels to have very little global information and a lot o

Why does denoising require global information? Shouldn't it be mostly local? I would expect individual pixels to have very little global information and a lot of information from neighboring pixels, and nothing of a local scale from other areas of the image. Isn't this the case?