DS1=11kgs at 12 months (not walking)
DD1=12kgs at 12 months (not walking)
DS2=10kgs at 12 months (walking, almost running)

I think it depends on the type of body they have & whether they are walking or not. As long as they are generally happy & healthy there's nothing to worry about.