Based on Cauchy sparseness constraint Bayesian estimation, an inversion algorithm for seismic relative acoustic impedance was proposed. The results indicate that, relative acoustic impedance inversion based on Cauchy sparseness constraint Bayesian estimation is feasible. Compared to direct sparseness inversion algorithm, pre-condition conjugate gradient sparseness inversion algorithm is stable, with higher accuracy and faster converging speed.