| CPC B60W 60/001 (2020.02) [G06V 10/82 (2022.01)] | 20 Claims |

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1. A computer-implemented method, comprising:
obtaining sensor data descriptive of an actor in an environment of an autonomous vehicle and (i) at least a portion of the environment of the autonomous vehicle that does not include the actor, the sensor data comprising at least one sweep of the environment of the autonomous vehicle;
processing the sensor data with a machine-learned perception model to generate a detection of the actor and one or more predicted future velocities;
aligning, by a machine-learned object tracker model, the one or more predicted future velocities to a motion model respective to a class of the actor to generate one or more second velocity outputs;
determining a motion trajectory for the autonomous vehicle based at least in part on the one or more second velocity outputs; and
controlling the autonomous vehicle based at least in part on the motion trajectory.
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