Figure 1

The figure illustrates our approach of sustainable census-independent population estimation, or SCIPE, using representation learning. Satellite images of surveyed grid tiles are mapped to vector representations through a pre-trained deep neural network, and a regression model is trained on the representation space to estimate population using microcensus. The pre-trained network can also be fine-tuned with microcensus to learn better representation indicative of population.