%D 2015 %X In this report, the multi-frequency Multi-Task Bayesian Compressive Sensing (MT-BCS) technique is compared with the Single-Task Bayesian Compressive Sensing one (ST-BCS). The comparison shows how the first method, which concurrently handle the multi-frequency data taking into account the relationship between the correlated inverse problems associated to different illumination frequencies, provides better results. Moreover, single-frequency and multi-frequency approaches have been investigated. %A L. Poli %A G. Oliveri %A A. Massa %I University of Trento %K Compressive Sensing, Inverse Scattering, Array Synthesis %T BCS-based inversion methods within a multi-frequency framework %L elediasc12666