no code implementations • 16 Mar 2021 • Ryan Mukherjee, Derek Rollend, Gordon Christie, Armin Hadzic, Sally Matson, Anshu Saksena, Marisa Hughes
In this work, we develop machine learning models that use satellite imagery to perform indirect top-down estimation of road transport emissions.
1 code implementation • 25 Jun 2020 • Armin Hadzic, Gordon Christie, Jeffrey Freeman, Amber Dismer, Stevan Bullard, Ashley Greiner, Nathan Jacobs, Ryan Mukherjee
We introduce a deep learning approach to perform fine-grained population estimation for displacement camps using high-resolution overhead imagery.
7 code implementations • CVPR 2018 • Gordon Christie, Neil Fendley, James Wilson, Ryan Mukherjee
We present an analysis of the dataset along with baseline approaches that reason about metadata and temporal views.