Images captured on cameras mounted on a municipal vehicle are being used to train a private technology companies’ AI algorithm to detect tents and signs of habitation in vehicles.

The Guardian recently reported that San Jose is conducting what experts believe to be a first-of-its kind experiment to train AI to recognize tents and cars with people living inside them. Since last December, city employees have been driving periodically through the city’s district 10, filming footage of streets and public spaces with a camera mounted on a municipal vehicle. That footage is then fed into computer vision software and used to train algorithms for a handful of technology companies’ algorithms to detect “unwanted objects.”
“Some of the capabilities the pilot project is pursuing — such as identifying potholes and cars parked in bus lanes — are already in place in other cities. But San Jose’s foray into automated surveillance of homelessness is the first of its kind in the country, according to city officials and national housing advocates,” writes Guardian reporter Todd Feathers.
The pilot won't likely impact just San Jose, Feathers reports: "San Jose’s position as a national leader on government procurement of technology means that its experiment with surveilling encampments could influence whether and how other cities adopt similar detection systems.” It could be of particular interest to the increasing number of local governments criminalizing activities that homeless people have no choice but to undertake, as well as Florida municipalities looking to enforce that state’s new ban on outdoor sleeping.
The Guardian article digs into the finer details of how the AI algorithms are being trained to distinguish between, for example, an RV that’s simply parked and one that’s being lived in, as well as privacy issues for people’s faces and license plate numbers that are captured. Though the pilot’s data use policy says the footage can’t be used for law enforcement purposes, police can request the footage. And, in light of San Jose’s recent crackdowns on homeless encampments but already overwhelmed shelters that leave the unhoused people nowhere to go, housing advocates are concerned the technology will be used to punish the city’s unhoused residents. A city employee told the Guardian that one response to the new technology’s findings might be to send outreach workers to a single tent before it can grow into an encampment; however, the San Jose housing department and non-profits providing aid to unhoused people told the Guardian they were not involved in the pilot.
FULL STORY: Revealed: a California city is training AI to spot homeless encampments

San Diego to Rescind Multi-Unit ADU Rule
The city wants to close a loophole that allowed developers to build apartment buildings on single-family lots as ADUs.

Has President Trump Met His Match?
Doug Ford, the no-nonsense premier of Canada's most populous province, Ontario, is taking on Trump where it hurts — making American energy more expensive.

Study: London ULEZ Rapidly Cleaning up Air Pollution
Expanding the city’s ultra low-emission zone has resulted in dramatic drops in particle emissions in inner and outer London.

The Unseen Aftermath: Wildfires’ Lasting Health and Emotional Burden
Wildfires in Los Angeles not only pose immediate physical health risks but also lead to long-term respiratory problems and mental health struggles, underscoring the need for a coordinated public health response to mitigate their lasting effects.

Public Parks as Climate Resilience Tools
Designed with green infrastructure, parks can mitigate flooding, reduce urban heat, and enhance climate resilience, offering cost-effective solutions to environmental challenges while benefiting communities.

What the Proposed Federal Budget Means for Transit, Rail
The proposed FY 2025 budget keeps spending for public transit and passenger rail essentially the same as in 2024.
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.
Resource Assistance for Rural Environments
City of Edmonds
City of Grandview
Harvard GSD Executive Education
UCLA Lewis Center for Regional Policy Studies
City of Piedmont, CA
Great Falls Development Authority, Inc.
HUDs Office of Policy Development and Research