Embodiments related to providing low light scene augmentation are disclosed. One embodiment provides, on a computing device comprising a see-through display device, a method including recognizing, from image data received from an image sensor, a background scene of an environment viewable through the see-through display device, the environment comprising a physical object. The method further includes identifying one or more geometrical features of the physical object and displaying, on the see through display device, an image augmenting the one or more geometrical features.