A Weakly Supervised Approach for Estimating Spatial Density Functions from High-Resolution Satellite Imagery

Nathan Jacobs, Adam Kraft, Muhammad Usman Rafique +1

We propose a neural network component, the regional aggregation layer, that makes it possible to train a pixel-level density estimator using only coarse-grained density aggregates,…