Systems and methods for displaying labels in conjunction with geographic imagery provided, for instance, by a geographic information system, such as a mapping service or a virtual globe application are provided. Candidate positions for displaying labels in conjunction with geographic imagery can be determined based at least in part on a virtual camera viewpoint. The candidate positions can be associated with non-occluded points on three-dimensional models corresponding to the labels. Adjusted positions for labels can be determined form the plurality of candidate positions. The labels can be provided for display in conjunction with the geographic imagery at the adjusted positions.