The best results on most of our data were obtained using Hidden Naive Bayes (HNB) (Zhang et al., 2005).
the results, which partly confirm those obtained on a smaller dataset in Paggio and Navarretta (2010), must be seen in light of the fact that our gesture annotation scheme comprises more fine-grained categories than most of the studies mentioned earlier for both head movements and face expressions.