Despite achieving remarkable progress in recent years, single-image super-resolution methods are developed with artificial limitations. We propose a novel drone image dataset, with scenes captured at low and high resolutions, and across a span of altitudes. Our results show that off-the-shelf state-of-the-art networks perform worse on this different domain.