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

Use Code 25for25 at checkout for 25% off an annual plan!

Interior of Place Versailles mall in Montreal, Canada.

Montreal Mall to Become 6,000 Housing Units

Place Versailles will be transformed into a mixed-use complex over the next 25 years.

May 22, 2025 - CBC

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.

June 4, 2025 - Diana Ionescu

White and yellow DART light rail train in Dallas, Texas with brick building in background.

DARTSpace Platform Streamlines Dallas TOD Application Process

The Dallas transit agency hopes a shorter permitting timeline will boost transit-oriented development around rail stations.

May 28, 2025 - Mass Transit

Line of multi-colored big rig trucks drivign down highway with other traffic including a yellow school bus.

Study: 4% of Truckers Lack a Valid Commercial License

Over 56% of inspected trucks had other violations.

June 4 - FreightWaves

Pedestrian holding visual impairment cane pressing crosswalk button.

Chicago Judge Orders Thousands of Accessible Ped Signals

Only 3% of the city's crossing signals are currently accessible to blind pedestrians.

June 4 - DRA Legal

People on bike wearing helmets stopped at intersection waiting for passing cars in Philadelphia, Pennsylvania.

Philadelphia Swaps Car Lanes for Bikeways in Unanimous Vote

The project will transform one of the handful of streets responsible for 80% of the city’s major crashes.

June 4 - Philly Voice

Urban Design for Planners 1: Software Tools

This six-course series explores essential urban design concepts using open source software and equips planners with the tools they need to participate fully in the urban design process.

Planning for Universal Design

Learn the tools for implementing Universal Design in planning regulations.