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The best way to remove impulse noise is using median type filtering.

If you want mathematical approach to deal with impulse noise (verify why it won't be eliminated with averaging), consider it as a Dirac signal and check its Fourier transform. Compare it with the Fourier transform of a Gaussian noise.