Waymo patents method for predicting traffic paths using diffusion models
This filing describes a system that uses a type of artificial intelligence called a diffusion model to predict where cars, cyclists, and pedestrians will move next. It works by taking a snapshot of the current traffic scene, converting it into a digital format, and then using the model to repeatedly refine a guess about future paths until it produces a likely outcome.
In the filing’s own words
Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating trajectory predictions for one or more target agents, e.g., a vehicle, a cyclist, or a pedestrian, in an environment. In one aspect, one of the methods include: obtaining scene context data characterizing a scene at a current time point in an environment that includes multiple target agents; generating, from the scene context data, an encoded representation of the scene in the environment; and generating, by a diffusion model based on the encoded representation, a respective trajectory prediction output that predicts a respective future trajectory for each of the multiple target agents after the current time point.
What exactly they claim (claim 1)
1. A computer-implemented method comprising: obtaining scene context data characterizing a scene at a current time point in an environment; generating, from the scene context data, an encoded representation of the scene in the environment; and generating, by using a diffusion model and based on the encoded representation, a trajectory prediction output that predicts a future trajectory for a target agent after the current time point by repeatedly updating an intermediate representation of the trajectory prediction output across multiple steps in a generation process.
Facts
- Company
- Google (Waymo LLC)
- Official title
- TRAJECTORY PREDICTION USING DIFFUSION MODELS
- Publication number
- US20260296504A1
- Application number
- 19689937
- Filed
- May 27, 2026
- Published
- Oct 1, 2026
- Inventors
- 6
- Claims
- 20
Classified under
B60W 60/00276 Operations & transportB60W 50/0097 Operations & transportB60W 50/06 Operations & transportB60W 2552/20 Operations & transportB60W 2554/4044 Operations & transportB60W 2556/10 Operations & transportMore from Google in AI & software
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Summaries are simplified from the filing’s own abstract and first claim. A patent filing is not a product announcement.
Patent data and drawings: U.S. Patent and Trademark Office (USPTO). Nebula is not affiliated with or endorsed by the USPTO.
