The present invention relates to a cosmetic and/or dermatological composition comprising, in a physiologically acceptable medium: a) at least some hydrophobic aerogel particles, b) at least some silicaparticles, c) at least one particle that absorbs sebum, the said composition comprising at least one aqueous phase. The invention also relates to a process for making the skin matt and/or for reducing its shine.