It is common to use a full set of clothing, including undergarments, socks or stockings, and sometime even shoes if so desired. The clothing should be similar to what the individual typically wore. If your loved one typically dressed more formally, than it would be appropriate to pick out some formal clothing. If they were more of a casual dresser, than something more typical to their usual clothing would be appropriate.