A method of identifying a particular person in a digital image collection, wherein at least one of the images in the digital image collection contains more than one person, includes providing at least one first label for a first image in the digital image collection containing a particular person and at least one other person; wherein the first label identifies the particular person and a second label for a second image in the digital image collection that identifies the particular person; using the first and second labels to identify the particular person; determining features related to the particular person from the first image or second image or both; and using such particular features to identify another image in the digital image collection believed to contain the particular person.