Methods are described for presenting in an user interface information regarding the subject faces that will appear in upcoming images. In general, many of the images available to display will be comprised of images containing subject faces. Based on a subject affinity score between the viewer and the subjects, an image affinity is computed. Based on the image affinity scores, images are selected for presentation on the display. As images are displayed, the system analyzes one or more upcoming images to determine information to display. As each image is displayed, subject information comprising the subject's face is presented in an area of the display adjacent to the current image.