Systems and methods are described for replacing a background portion of an image. An illustrative method includes receiving a first image, identifying a background portion of the first image and a subject portion of the first image, identifying a geographic location corresponding to the background portion of the first image, retrieving a plurality of other images depicting the geographic location, selecting a second image from the plurality of other images, wherein the second image is associated with metadata indicating that the second image was captured during a predetermined time period, and generating for display a third image comprising the subject portion of the first image placed over the second image.