公开(公告)号：US20250166364A1

公开(公告)日：2025-05-22

申请号：US18518222

申请日：2023-11-22

Applicant: TuSimple, Inc.

Inventor： Hao XIAO ,  Yiqian GAN ,  Xin YE ,  Dongqiangzi YE ,  JingHao MIAO ,  Lingting GE

IPC: G06V10/82 ,  G06V20/58

Abstract: Devices, systems, and methods a method for simulating a trajectory of an object are described. An example method includes obtaining a context feature representation corresponding to context information, wherein the context information comprises information describing an environment of the object; obtaining a control feature representation corresponding to control information, wherein the control information comprises information that the simulated trajectory needs to satisfy; determining a latent variable using an input encoder based on the context feature representation and the control feature representation; and determining the simulated trajectory by inputting the latent variable, the context feature representation, and the control feature representation into a decoder.

公开(公告)号：US20250085115A1

公开(公告)日：2025-03-13

申请号：US18501362

申请日：2023-11-03

Applicant: TuSimple, Inc.

Inventor： Hao XIAO ,  Yiqian GAN ,  Ethan ZHANG ,  Xin YE ,  Yizhe ZHAO ,  Zhe HUANG ,  Lingting GE ,  Robert August ROSSI, JR.

IPC: G01C21/30

Abstract: A computer-implemented method of trajectory prediction includes obtaining a first cross-attention between a vectorized representation of a road map near a vehicle and information obtained from a rasterized representation of an environment near the vehicle by processing through a first cross-attention stage; obtaining a second cross-attention between a vectorized representation of a vehicle history and information obtained from the rasterized representation by processing through a second cross-attention stage; operating a scene encoder on the first cross-attention and the second cross-attention; operating a trajectory decoder on an output of the scene encoder; obtaining one or more trajectory predictions by performing one or more queries on the trajectory decoder.

公开(公告)号：US20250074463A1

公开(公告)日：2025-03-06

申请号：US18434630

申请日：2024-02-06

Applicant: TuSimple, Inc.

Inventor： Ethan ZHANG ,  Hao XIAO ,  Yiqian GAN ,  Yizhe ZHAO ,  Zhe HUANG ,  Lingting GE

IPC: B60W60/00 ,  B60W30/18 ,  B60W50/00 ,  G06N3/0442 ,  G06N3/0464

Abstract: A method of predicting vehicle trajectory includes operating a scene encoder on an environmental representation surrounding a vehicle; concatenating an output of the scene encoder with a history trajectory; applying a sequence encoder to a result of the concatenating; refining an output of the sequence encoder based on the history trajectory; and generating one or more predicted future trajectories by operating a decoder on an output of the refining.