1. A method, comprising: performing, by one or more computing devices: sampling crops from images in a collection of images to generate candidate crops; and selecting an optimal set of representative but disjoint crops from the candidate crops to generate a set of summarizing thumbnails for the collection of images, wherein selecting the optimal set comprises evaluating one or more of the candidate crops with respect to an entire set of the candidate crops.