You could try a chemical (non granular) exfoliant in the form of a toner or serum, applied before your moisturiser. Look for glycolic or lactic acid or fruit enzymes. Keep in mind you may need to apply every other day so your skin can adjust in case of sensitivities. Also if you use one of these go easy on the grainy exfoliants as you don't want to overdo it.