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公开(公告)号:US20220297728A1
公开(公告)日:2022-09-22
申请号:US17700348
申请日:2022-03-21
Applicant: Waymo LLC
Inventor: Balakrishnan Varadarajan , Ahmed Said Mohammed Hefny , Benjamin Sapp , Khaled Refaat , Dragomir Anguelov
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for agent trajectory prediction using context-sensitive fusion.
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公开(公告)号:US20220289209A1
公开(公告)日:2022-09-15
申请号:US17691058
申请日:2022-03-09
Applicant: Waymo LLC
Inventor: Scott Morgan Ettinger , Dragomir Anguelov
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for evaluating a behavior prediction system.
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公开(公告)号:US11295517B2
公开(公告)日:2022-04-05
申请号:US17099589
申请日:2020-11-16
Applicant: Waymo LLC
Inventor: Yin Zhou , Dragomir Anguelov , Zhangjie Cao
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating realistic full-scene point clouds. One of the methods includes obtaining an initial scene point cloud characterizing an initial scene in an environment; obtaining, for each of one or more objects, an object point cloud that characterizes the object; and processing a first input comprising the initial scene point cloud and the one or more object point clouds using a first neural network that is configured to process the first input to generate a final scene point cloud that characterizes a transformed scene that has the one or more objects added to the initial scene.
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公开(公告)号:US20240157979A1
公开(公告)日:2024-05-16
申请号:US18511710
申请日:2023-11-16
Applicant: Waymo LLC
Inventor: Chiyu Jiang , Andre Liang Cornman , Cheolho Park , Benjamin Sapp , Yin Zhou , Dragomir Anguelov
CPC classification number: B60W60/00276 , B60W50/0097 , B60W50/06 , B60W2552/20 , B60W2554/4044 , B60W2556/10
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating trajectory predictions for one or more target agents, e.g., a vehicle, a cyclist, or a pedestrian, in an environment. In one aspect, one of the methods include: obtaining scene context data characterizing a scene at a current time point in an environment that includes multiple target agents; generating, from the scene context data, an encoded representation of the scene in the environment; and generating, by a diffusion model based on the encoded representation, a respective trajectory prediction output that predicts a respective future trajectory for each of the multiple target agents after the current time point.
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公开(公告)号:US11915490B2
公开(公告)日:2024-02-27
申请号:US17819883
申请日:2022-08-15
Applicant: Waymo LLC
Inventor: Dragomir Anguelov , Colin Andrew Braley , Christoph Sprunk
IPC: G06V20/56 , G06F18/214 , G06F18/2415
CPC classification number: G06V20/56 , G06F18/214 , G06F18/2415
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for the generation and use of a surfel map with semantic labels. One of the methods includes receiving a surfel map that includes a plurality of surfels, wherein each surfel has associated data that includes one or more semantic labels; obtaining sensor data for one or more locations in the environment, the sensor data having been captured by one or more sensors of a first vehicle; determining one or more surfels corresponding to the one or more locations of the obtained sensor data; identifying one or more semantic labels for the one or more surfels corresponding to the one or more locations of the obtained sensor data; and performing, for each surfel corresponding to the one or more locations of the obtained sensor data, a label-specific detection process for the surfel.
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公开(公告)号:US11670038B2
公开(公告)日:2023-06-06
申请号:US17516073
申请日:2021-11-01
Applicant: Waymo LLC
Inventor: Yin Zhou , Pei Sun , Yu Zhang , Dragomir Anguelov , Jiyang Gao , Yu Ouyang , Zijian Guo , Jiquan Ngiam , Vijay Vasudevan
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing point cloud data using dynamic voxelization. When deployed within an on-board system of a vehicle, processing the point cloud data using dynamic voxelization can be used to make autonomous driving decisions for the vehicle with enhanced accuracy, for example by combining representations of point cloud data characterizing a scene from multiple views of the scene.
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公开(公告)号:US11618481B2
公开(公告)日:2023-04-04
申请号:US16919872
申请日:2020-07-02
Applicant: Waymo LLC
Inventor: Yuning Chai , Benjamin Sapp , Mayank Bansal , Dragomir Anguelov
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for agent trajectory prediction using anchor trajectories.
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公开(公告)号:US11610423B2
公开(公告)日:2023-03-21
申请号:US17099642
申请日:2020-11-16
Applicant: Waymo LLC
Inventor: Junhua Mao , Jiyang Gao , Yukai Liu , Congcong Li , Zhishuai Zhang , Dragomir Anguelov
IPC: G06V40/10 , G06K9/62 , B60W30/095 , G06V10/25
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing point cloud data using spatio-temporal-interactive networks.
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公开(公告)号:US20220230387A1
公开(公告)日:2022-07-21
申请号:US17713108
申请日:2022-04-04
Applicant: Waymo LLC
Inventor: Yin Zhou , Dragomir Anguelov , Zhangjie Cao
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating realistic full-scene point clouds. One of the methods includes obtaining an initial scene point cloud characterizing an initial scene in an environment; obtaining, for each of one or more objects, an object point cloud that characterizes the object;
and processing a first input comprising the initial scene point cloud and the one or more object point clouds using a first neural network that is configured to process the first input to generate a final scene point cloud that characterizes a transformed scene that has the one or more objects added to the initial scene.-
公开(公告)号:US20220156965A1
公开(公告)日:2022-05-19
申请号:US17505900
申请日:2021-10-20
Applicant: Waymo LLC
Inventor: Jingxiao Zheng , Xinwei Shi , Alexander Gorban , Junhua Mao , Andre Liang Cornman , Yang Song , Ting Liu , Ruizhongtai Qi , Yin Zhou , Congcong Li , Dragomir Anguelov
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for estimating a 3-D pose of an object of interest from image and point cloud data. In one aspect, a method includes obtaining an image of an environment; obtaining a point cloud of a three-dimensional region of the environment; generating a fused representation of the image and the point cloud; and processing the fused representation using a pose estimation neural network and in accordance with current values of a plurality of pose estimation network parameters to generate a pose estimation network output that specifies, for each of multiple keypoints, a respective estimated position in the three-dimensional region of the environment.
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