On-chip stimulated Brillouin scattering (SBS) has found attractive applications in high-resolution and programmable microwave signal filtering. However, the usability of Brillouin-based filters is hindered by the excessive noise induced by SBS. In this talk, we report the recent progress towards high-performance Brillouin-based RF photonic filters.