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 perlite particles c) at least some particles that absorbs sebum. The invention also relates to a process for making the skin matt and/or for reducing its shine.