ACID is an aerial coastline image dataset that contains natural scene data with rich camera parameters. The dataset contains thousands of aerial drone videos from YouTube involving different coastlines and natural scenes. The camera positions are obtained by running structure-from-motion and published in the same format as the RealEstate10k dataset.