Invention Grant
- Patent Title: Systems and methods for generating motion forecast data for a plurality of actors with respect to an autonomous vehicle
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Application No.: US16801933Application Date: 2020-02-26
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Publication No.: US11691650B2Publication Date: 2023-07-04
- Inventor: Lingyun Li , Bin Yang , Ming Liang , Wenyuan Zeng , Mengye Ren , Sean Segal , Raquel Urtasun
- Applicant: UATC, LLC
- Applicant Address: US CA San Francisco
- Assignee: UATC, LLC
- Current Assignee: UATC, LLC
- Current Assignee Address: US CA Mountain View
- Agency: Dority & Manning, P.A.
- Main IPC: B60W60/00
- IPC: B60W60/00 ; G06F16/903 ; G06N3/08 ; G06N3/044 ; G06N3/045

Abstract:
A computing system can be configured to input data that describes sensor data into an object detection model and receive, as an output of the object detection model, object detection data describing features of the plurality of the actors relative to the autonomous vehicle. The computing system can generate an input sequence that describes the object detection data. The computing system can analyze the input sequence using an interaction model to produce, as an output of the interaction model, an attention embedding with respect to the plurality of actors. The computing system can be configured to input the attention embedding into a recurrent model and determine respective trajectories for the plurality of actors based on motion forecast data received as an output of the recurrent model.
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