The project aims to characterize the images of black holes using image-domain feature extraction of the black holes shadow parameters. In short, we want to be able to use the observed accretion flow, or photon ring, around the black hole as a proxy for the size of the black hole. This project lies within the area of astronomy and astrophysics.