Comment 118 for bug 507511

This depends on the classifier you want use. AAM only provides the feature vector. The solution Christian used was a two step procedure:
1. Nearest Neighbour for rejection (trivial update ;) )
2. Classification based on Gaussian Mixture Models. There will certainly exists enough algorithms to update them with new samples.