Have each person gather all of his or her clothing from throughout the house and assemble it in one pile.
Then, pick up one item at a time and ask if that item brings you joy. Keep only the items that do. The ones that don't, thank them for their service and place them in a pile to donate.
Neatly organize your clothes back in a good place.