1. A method comprising: selecting a total exposure time (TET); capturing, by an image capture device, a plurality of images of a scene, wherein the images in the plurality of images are captured using respective TETs that are based on the selected TET; combining at least two of the images in the plurality of images to form a merged short-exposure image; and applying a digital gain to at least some pixels of the merged short-exposure image to form an output image.