Systems and Methods for Generating Motion Forecast Data for Actors with Respect to an Autonomous Vehicle and Training a Machine Learned Model for the Same

Patent №

US 11,636,307

Granted

2023-04-25

Filed 2020

Owner

UATC, LLC

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16816671

Systems and methods for generating motion forecast data for actors with respect to an autonomous vehicle and training a machine learned model for the same are disclosed. The computing system can include an object detection model and a graph neural network including a plurality of nodes and a plurality of edges. The computing system can be configured to input sensor data into the object detection model; receive object detection data describing the location of the plurality of the actors relative to the autonomous vehicle as an output of the object detection model; input the object detection data into the graph neural network; iteratively update a plurality of node states respectively associated with the plurality of nodes; and receive, as an output of the graph neural network, the motion forecast data with respect to the plurality of actors.

Machine learningVisionKnowledge representationPlanningAI hardwareG06N 3/04G08G 1/0112G01C 21/3626G01C 21/3811G06N 3/0442G06N 3/045G06N 3/0464G06N 3/06+9 more

AI classification

Machine learning1.00
AI hardware1.00
Vision1.00
Planning1.00
Knowledge representation1.00
Speech0.01
Natural language0.01
Evolutionary computation0.00

Ownership

UATC, LLC

assignment · 549400744

From the same owner

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