False positive object removal with surfel maps

    公开(公告)号:US12298400B2

    公开(公告)日:2025-05-13

    申请号:US17731131

    申请日:2022-04-27

    Applicant: Waymo LLC

    Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for using a surfel map to predict reflections in an environment. One of the methods includes receiving a surfel map comprising a plurality of surfels, wherein each surfel corresponds to a respective different location in an environment. Sensor data for one or more locations in the environment is obtained. The sensor data has been captured by one or more sensors of a vehicle. A range map that represents a projection of the surfel map is generated. Range data in the sensor data is compared to the range map to identify one or more locations in the range map that do not match the range data in the sensor data. The one or more locations in the range map that do not match the range data in the sensor data is classified as reflections.

    Radar field of view extensions
    12.
    发明授权

    公开(公告)号:US11280897B2

    公开(公告)日:2022-03-22

    申请号:US16371080

    申请日:2019-03-31

    Applicant: Waymo LLC

    Abstract: Disclosed are systems and methods that may be used for determining areas free of objects around a vehicle. The systems and methods include receiving first sensor data from a first sensor having a first field of view and a first range. The systems and methods also include receiving second sensor data from a second sensor having a second field of view and a second range. The systems and methods also include determining, by a processor, a first-sensor occlusion in the first field of view. The systems and methods further include determining, by the processor, an occlusion free-region of the first field of view based on data from the second sensor. Additionally, the systems and methods include operating, by the processor, the vehicle in an autonomous mode based on determining the occlusion free-region.

    Detecting spurious objects for autonomous vehicles

    公开(公告)号:US11221399B2

    公开(公告)日:2022-01-11

    申请号:US16217899

    申请日:2018-12-12

    Applicant: Waymo LLC

    Abstract: Aspects of the disclosure relate to detecting spurious objects. For instance, a model may be trained using raining data including a plurality of LIDAR data points generated by a LIDAR sensor of a vehicle. Each given LIDAR data point includes location information and intensity information, and is associated with waveform data for that given LIDAR data point. At least one of the plurality of LIDAR data points is further associated with a label identifying spurious objects through which the vehicle is able to drive. The model and/or a plurality of heuristics may then be provided to a vehicle in order to allow the vehicle to determine LIDAR data points that correspond to spurious objects. These LIDAR data points may then be filtered from sensor data, and the filtered sensor data may be used to control the vehicle in an autonomous driving mode.

    LIDAR PULSE ELONGATION
    14.
    发明申请

    公开(公告)号:US20210132197A1

    公开(公告)日:2021-05-06

    申请号:US16240126

    申请日:2019-01-04

    Applicant: Waymo LLC

    Abstract: Systems and methods are disclosed to identify a presence of a volumetric medium in an environment associated with a LIDAR system. In some implementations, the LIDAR system may emit a light pulse into the environment, receive a return light pulse corresponding to reflection of the emitted light pulse by a surface in the environment, and determine a pulse width of the received light pulse. The LIDAR system may compare the determined pulse width with a reference pulse width, and determine an amount of pulse elongation of the received light pulse. The LIDAR system may classify the surface as either an object to be avoided by a vehicle or as air particulates associated with the volumetric medium based, at least in part, on the determined amount of pulse elongation.

    Radar Field of View Extensions
    15.
    发明申请

    公开(公告)号:US20200309942A1

    公开(公告)日:2020-10-01

    申请号:US16371080

    申请日:2019-03-31

    Applicant: Waymo LLC

    Abstract: Disclosed are systems and methods that may be used for determining areas free of objects around a vehicle. The systems and methods include receiving first sensor data from a first sensor having a first field of view and a first range. The systems and methods also include receiving second sensor data from a second sensor having a second field of view and a second range. The systems and methods also include determining, by a processor, a first-sensor occlusion in the first field of view. The systems and methods further include determining, by the processor, an occlusion free-region of the first field of view based on data from the second sensor. Additionally, the systems and methods include operating, by the processor, the vehicle in an autonomous mode based on determining the occlusion free-region.

    Methods and systems for radar reflection filtering during vehicle navigation

    公开(公告)号:US12164055B2

    公开(公告)日:2024-12-10

    申请号:US17379696

    申请日:2021-07-19

    Applicant: Waymo LLC

    Abstract: Example embodiments relate to radar reflection filtering using a vehicle sensor system. A computing device may detect a first object in radar data from a radar unit coupled to a vehicle and, responsive to determining that information corresponding to the first object is unavailable from other vehicle sensors, use the radar data to determine a position and a velocity for the first object relative to the radar unit. The computing device may also detect a second object aligned with a vector extending between the radar unit and the first object. Based on a geometric relationship between the vehicle, the first object, and the second object, the computing device may determine that the first object is a self-reflection of the vehicle caused at least in part by the second object and control the vehicle based on this determination.

    LIDAR PULSE ELONGATION
    17.
    发明公开

    公开(公告)号:US20240045037A1

    公开(公告)日:2024-02-08

    申请号:US18487768

    申请日:2023-10-16

    Applicant: Waymo LLC

    CPC classification number: G01S7/4861 G01S7/497 G01S17/04 G01S17/931

    Abstract: Systems and methods are disclosed to identify a presence of a volumetric medium in an environment associated with a LIDAR system. In some implementations, the LIDAR system may emit a light pulse into the environment, receive a return light pulse corresponding to reflection of the emitted light pulse by a surface in the environment, and determine a pulse width of the received light pulse. The LIDAR system may compare the determined pulse width with a reference pulse width, and determine an amount of pulse elongation of the received light pulse. The LIDAR system may classify the surface as either an object to be avoided by a vehicle or as air particulates associated with the volumetric medium based, at least in part, on the determined amount of pulse elongation.

    LIDAR pulse elongation
    18.
    发明授权

    公开(公告)号:US11892567B2

    公开(公告)日:2024-02-06

    申请号:US17932121

    申请日:2022-09-14

    Applicant: Waymo LLC

    CPC classification number: G01S7/4861 G01S7/497 G01S17/04 G01S17/931

    Abstract: Systems and methods are disclosed to identify a presence of a volumetric medium in an environment associated with a LIDAR system. In some implementations, the LIDAR system may emit a light pulse into the environment, receive a return light pulse corresponding to reflection of the emitted light pulse by a surface in the environment, and determine a pulse width of the received light pulse. The LIDAR system may compare the determined pulse width with a reference pulse width, and determine an amount of pulse elongation of the received light pulse. The LIDAR system may classify the surface as either an object to be avoided by a vehicle or as air particulates associated with the volumetric medium based, at least in part, on the determined amount of pulse elongation.

    Synchronization of multiple rotating sensors of a vehicle

    公开(公告)号:US11656358B2

    公开(公告)日:2023-05-23

    申请号:US16671858

    申请日:2019-11-01

    Applicant: Waymo LLC

    CPC classification number: G01S17/89 G01S7/4817 G01S17/10

    Abstract: One example system includes a first light detection and ranging (LIDAR) device that scans a first field-of-view defined by a first range of pointing directions associated with the first LIDAR device. The system also includes a second LIDAR device that scans a second FOV defined by a second range of pointing directions associated with the second LIDAR device. The second FOV at least partially overlaps the first FOV. The system also includes a first controller that adjusts a first pointing direction of the first LIDAR device. The system also includes a second controller that adjusts a second pointing direction of the second LIDAR device synchronously with the adjustment of the first pointing direction of the first LIDAR device.

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