Refrigerator appliances, including active air filter assemblies for use therein, are provided herein. The active filter assembly may include a housing, a filter medium, a field tag, and a field sensor. The filter medium may be removably positioned within the housing. The field tag may be fixed to the filter medium. The field sensor may be attached to the housing to detect the field tag. The controller may be in operable communication with active filter assembly.