sometime we fix only one threshold for the whole database but some time we need to calculate the threshold ( variance interclass and intraclass (http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.121.5569)) for each person in the database. this deponds too on the nature of features and the metric used in the matching