[klyrs]

If a blur filter uses a convolution, then it's invertible through a deconvolution.

[im3w1l-alt]

There will be some information loss from edge effects and quantization noise. But mostly invertible.

[klyrs]

You're not wrong but invertible filters, noise or no, are simply not anonymizing and should not be used for that purpose.