Disaster Image Retrieval form Social Media (DIRSM) and Flood Detection in Satellite Images (FDSI) are datasets for flood detection. DIRSM contains 6,600 Flickr images and FDSI's development set contains 462 image patches. They are both introduced for binary classification.