Abstract: Systems and methods for detecting changes in features, based on images of geographic regions of interest. One example computer-implemented method includes accessing, by a computing device, a plurality of images of a region of interest (ROI) and compiling, by the computing device, a temporal stack of images, which includes the plurality of images of the ROI arranged in temporal order over a period of time. The computer-implemented method also includes classifying, by the computing device, using semantic segmentation, pixels of each of the plurality of images into one of multiple feature classes, to define a segmentation raster, and performing, by the computing device, change point detection change point detection on a temporal stack of the segmentation rasters. The computer-implemented-method further includes identifying, by the computing device, a change in one of the multiple feature classes, based on the change point detection output.