Facebook AI Maps Population Density

Facebook expects to release its worldwide maps of human density in the coming months—potential applications will likely be somewhere on the spectrum between humanitarian and commercial.

1 minute read

April 11, 2019, 6:00 AM PDT

By James Brasuell @CasualBrasuell


Country Grid

Counting population density isn't always this easy. | Google Maps

James Vincent reports on Facebook's project to map the world's population density using artificial intelligence (AI), which the social media company launched in 2016.

Vincent's coverage follows a blog post from Facebook updating progress for the project.

As Facebook explains, creating maps like this is a challenging job for humans. Although we have high-resolution satellite imagery that covers pretty much every corner of the globe, turning this into useful information is a time-consuming process. To create population density maps, for example, humans have to label each building in the images, then cross-reference this with census data. This is particularly tricky in the African continent where census tracts can cover regions as large as 150,000 square miles but contain just 55,000 people.

Facebook is hacking the tedium of the project of mapping the world with the help of AI. "To automate this process, Facebook’s engineers used data from open-source mapping project Open Street Map to train a computer vision system that can recognize buildings in satellite imagery. They then used this to remove the vast majority of the satellite data that showed unoccupied land," according to Vincent.

Facebook's post emphasizes potential humanitarian applications for the mapping project. Vincent, however, suggests that the maps have obvious commercial applications as well.

Tuesday, April 9, 2019 in The Verge

portrait of professional woman

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching. Mary G., Urban Planner

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching.

Mary G., Urban Planner

Get top-rated, practical training

Wastewater pouring out from a pipe.

Alabama: Trump Terminates Settlements for Black Communities Harmed By Raw Sewage

Trump deemed the landmark civil rights agreement “illegal DEI and environmental justice policy.”

April 13, 2025 - Inside Climate News

High-rise apartment buildings in Waikiki, Hawaii with steep green mountains in background.

Study: Maui’s Plan to Convert Vacation Rentals to Long-Term Housing Could Cause Nearly $1 Billion Economic Loss

The plan would reduce visitor accommodation by 25% resulting in 1,900 jobs lost.

April 6, 2025 - Honolulu Civil Beat

Logo for Planetizen Federal Action Tracker with black and white image of U.S. Capitol with water ripple overlay.

Planetizen Federal Action Tracker

A weekly monitor of how Trump’s orders and actions are impacting planners and planning in America.

April 10, 2025 - Diana Ionescu

Bronze statue of homeless man (Jesus) with head down and arm outstretched in front of St. Matthew Cathedral in Washington D.C.

Federal Homelessness Agency Places Entire Staff on Leave

The U.S. Interagency Council on Homelessness is the only federal agency dedicated to preventing and ending homelessness.

30 minutes ago - The New York Times

Historic stone structure surrounding natural spring in India with plaques.

Restoring Northern India’s Himalayan ‘Water Temples’

Thousands of centuries-old buildings protect the region’s natural springs and serve as community wells and gathering places.

1 hour ago - Reasons to Be Cheerful

Blue Bublr bikes parked at station on sidewalk in Milwaukee, Wisconsin.

Milwaukee to Double Bike Share Stations

Bublr Bikes, one of the nation’s most successful, will add 500 new e-bikes to its system.

2 hours ago - OnMilwaukee