A method of searching through a collection of images, includes providing a list of individuals of interest and features associated with such individuals; detecting people in the collection images; determining the likelihood(s) for each listed individual of appearing in each collection image in response to the detected people and the features associated with the listed individuals; and selecting in response to the determined likelihood(s) a number of collection images such that each individual from the list appears in the selected number of collection images.