Finding Anthropogenic Dark Earth in the Amazon Basin Using Fully Convolutional Networks

Luiz Fernando Leal1,2, Morgan J. Schmidt2, Samuel Lukens Goldberg2, J Taylor Perron3, Dorothy Hosler4, Michael Heckenberger5, Wetherbee Bryan Dorshow6, Bruno Moraes7, Eduardo Kazuo Tamahana8, Kumessi Waura9, Wate Kuikuro9 and Afukaka Kuikuro9, (1)Florida Institute of Technology, Aerospace, Physics and Space Sciences, Melbourne, FL, United States, (2)Massachusetts Institute of Technology, Earth, Atmospheric and Planetary Sciences, Cambridge, MA, United States, (3)Massachusetts Institute of Technology, EAPS, Cambridge, MA, United States, (4)Massachusetts Institute of Technology, Materials Science and Engineering, Cambridge, MA, United States, (5)University of Florida, Anthropology, Gainesville, FL, United States, (6)Organization Not Listed, Washington, DC, United States, (7)University of Pittsburgh, Anthropology, Pittsburgh, United States, (8)Mamirauá Institute for Sustainable Development, Amazonas, Brazil, (9)Kuikuro Indigenous Association of the Upper Xingu (AIKAX), Ipatse, Brazil