Author List: Dumarevskaya Liubov, University of Rhode Island, Parent, Jason, University of Rhode Island | Expertise Level: Novice Research compares efficiency of ISODATA unsupervised clustering for the purpose of dead tree mapping versus Object-Based segmentation and Deep Learning in the deciduous temperate forests of Rhode Island based on the high-res aerial imagery.