14. A system for selecting a representative image of an entity, comprising: a processor; a memory communicatively coupled to the processor; a collection of images communicatively coupled to the processor, the collection comprising images of the entity; a clusterer configured to be executed by the processor and further configured to: cluster, based on similarity of one or more features, images of the entity from the collection to form a plurality of similarity clusters; determine a cluster size of each similarity cluster from the plurality of similarity clusters, wherein the cluster size is determined by a count of images in the similarity cluster; rank the plurality of similarity clusters in order of size; remove duplicate images from all but the highest ranked similarity cluster in which a corresponding duplicate image appears; and determine one or more popular clusters based on the ranking of the similarity clusters with duplicate images removed; and a representative image selector configured to be executed by the processor and further configured to select a representative image from one of the popular clusters.
14. A system for selecting a representative image of an entity, comprising: a processor; a memory communicatively coupled to the processor; a collection of images communicatively coupled to the processor, the collection comprising images of the entity; a clusterer configured to be executed by the processor and further configured to: cluster, based on similarity of one or more features, images of the entity from the collection to form a plurality of similarity clusters; determine a cluster size of each similarity cluster from the plurality of similarity clusters, wherein the cluster size is determined by a count of images in the similarity cluster; rank the plurality of similarity clusters in order of size; remove duplicate images from all but the highest ranked similarity cluster in which a corresponding duplicate image appears; and determine one or more popular clusters based on the ranking of the similarity clusters with duplicate images removed; and a representative image selector configured to be executed by the processor and further configured to select a representative image from one of the popular clusters. 15. The system of claim 14 , further comprising a headshot scorer configured to be executed by the processor and further configured to assign to respective images in said popular clusters, a headshot score based upon a portion of the respective image covered by the entity; and further configuring the representative image selector select the representative image based on the headshot score.