Reversible smoothing of a two dimensional function (or an image)

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Smoothing of an image, or a two dimensional function is quite easy, there are many methods to achieve it, using average of near elements.

But how to make it reversible?

Maybe DCT (discrete cosine transform) can be used to achieve reversible smoothing of a two dimensional function, but I am not sure exactly how to do it.