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公开(公告)号:US20230082079A1
公开(公告)日:2023-03-16
申请号:US17947052
申请日:2022-09-16
Applicant: Waymo LLC
Inventor: Bertrand Robert Douillard , DiJia Su
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training trajectory prediction neural networks using distillation.
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公开(公告)号:US20250121857A1
公开(公告)日:2025-04-17
申请号:US18913074
申请日:2024-10-11
Applicant: Waymo LLC
Inventor: Bertrand Robert Douillard , Aurick Qikun Zhou , Rami Al-Rfou , Kratarth Goel , Benjamin Sapp , Andre Liang Cornman , Cheolho Park , Lingyun Liu
Abstract: A method performed by one or more computers, the method comprising: obtaining scene context data characterizing a scene in an environment at a current time point, wherein the scene context data includes features of the scene in a scene-centric coordinate system; generating a scene-centric encoded representation of the scene in the environment by processing the scene context data using an encoder neural network; for each target agent: obtaining agent-specific features for the target agent, processing the agent-specific features for the target agent and the scene-centric encoded representation of the scene using a fusion neural network to generate a fused scene representation for the target agent, and processing the fused scene representation for the target agent using a decoder neural network to generate a trajectory prediction output for the target agent in an agent-centric coordinate system for the target agent.
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