This paper addresses the asymptotics of functionals with linear growth depending on the Riesz s-fractional gradient on piecewise constant functions. We consider a general class of varying energy densities and, as s approaches one, we characterize their local limiting functionals in the sense of Gamma-convergence. This is based on joint works with Stefano Almi, Manuel Friedrich, and Francesco Solombrino.