Search Results for author: Ryan Mukherjee

Found 3 papers, 2 papers with code

Functional Map of the World

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.

Temporal Sequences

Estimating Displaced Populations from Overhead

1 code implementation25 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.

Humanitarian

Towards Indirect Top-Down Road Transport Emissions Estimation

no code implementations16 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.

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