Dallas has been running a computer vision system on its brush collection trucks to spot overgrown yards, damaged roofs, graffiti and dumped tires, and a council committee gets its first detailed look at the results Monday.
Slides prepared for the Quality of Life, Arts, and Culture Committee's Oct. 19 meeting say cameras ride on 50 of the Sanitation department's brush collection trucks. The system, a product called City Detect, analyzes what the cameras record along the trucks' regular routes, and city staff decide whether anything it flags needs a response.
Code Compliance does not run separate patrol routes for it, according to the briefing, which argues that because brush routes cover the whole city, its observations are spread across the city rather than clustered in one part of it.
What the city says it has done with the results
The presentation reports these totals, without a start date for the program:
- 5,318 observations reviewed by staff
- 2,928 courtesy notices sent
- 473 field inspections
- 374 voluntary corrections
- 34 direct abatements by city crews
- 101 formal enforcement cases
Officials stress that a camera observation is not a confirmed violation. The slides list what the system does not do: decide on its own that a violation exists, write citations, track individuals or open an enforcement case solely from an image.
Courtesy letters first
The briefing describes a change in how residents first hear from the city. Under the previous approach, the first letter a resident got was a formal violation notice, which starts the path toward a citation. When staff now choose a courtesy notice, it is an educational reminder that sets no deadline and sits outside the citation process, the slides say.
Before-and-after photos in the deck show a tarp-covered roof, exposed wood, a damaged roof and an illegal dump site that were fixed after such letters.





