Shower silicone has dirt, needs removal

Please see the photo, the silicon in my shower has dirt embedded in it. I think it might need to be replaced, but if you have another idea to get rid of the dirt please let me know. All three of the silicon joins in the glass have it, but only the lower parts, so a partial replacement might work?