Yes, and it's not just the type of filter that is important but also how often you change it. Typically chlorine forms a gas when it is removed from the water; so if you have an old or clogged-up filter, the chlorine will remain in your pipes. The best way to remove all traces of chlorine in your home is with a water purification system.