Assessing Deep Learning Models Trained on Public versus Commercial Data using FloodPlanet, a High-Resolution Commercial Imagery Flood Dataset, for Inundation Detection

Zhijie Zhang1, Jonathan Giezendanner1, Alexander Melancon2, Rohit Mukherjee1, Iksha Gurung2, Sarah Luca3, Upmanu Lall4, Kobus Barnard5, Andrew Molthan6 and Beth Tellman7, (1)University of Arizona, School of Geography, Development and Environment, Tucson, United States, (2)University of Alabama in Huntsville, Huntsville, AL, United States, (3)University of Arizona, Department of Mathematics, Tucson, AZ, United States, (4)Columbia University, Earth and Environmental Engineering, New York, United States, (5)University of Arizona, Computer Science, Tucson, United States, (6)NASA Marshall Space Flight Center, Huntsville, AL, United States, (7)University of Arizona, School of Geography, Development and Environment, Tucson, AZ, United States