We approximate, in the sense ofΓ-convergence, free-discontinuity functionals with lineargrowth in the gradient by a sequence of non-local integralfunctionals depending on the average of the gradients on smallballs. The result extends to higher dimension what we already proved inthe one-dimensional case.