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公开(公告)号:US20180024567A1
公开(公告)日:2018-01-25
申请号:US15675857
申请日:2017-08-14
Applicant: Waymo LLC
Inventor: David I. Ferguson , Jiajun Zhu
CPC classification number: G05D1/0231 , B60R1/00 , B60R2300/301 , B60R2300/302 , B60R2300/307 , G05D1/0214 , G08G1/167
Abstract: Methods and devices for actively modifying a field of view of an autonomous vehicle in view of constraints are disclosed. In one embodiment, an example method is disclosed that includes causing a sensor in an autonomous vehicle to sense information about an environment in a first field of view, where a portion of the environment is obscured in the first field of view. The example method further includes determining a desired field of view in which the portion of the environment is not obscured and, based on the desired field of view and a set of constraints for the vehicle, determining a second field of view in which the portion of the environment is less obscured than in the first field of view. The example method further includes modifying a position of the vehicle, thereby causing the sensor to sense information in the second field of view.
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公开(公告)号:US09720412B1
公开(公告)日:2017-08-01
申请号:US14865660
申请日:2015-09-25
Applicant: Waymo LLC
Inventor: Jiajun Zhu , Christopher Urmson , David I. Ferguson , Nathaniel Fairfield , Dmitri Dolgov
CPC classification number: G05D1/0231 , B60W30/00 , G05D1/0246 , G05D2201/0213
Abstract: A vehicle configured to operate in an autonomous mode may operate a sensor to determine an environment of the vehicle. The sensor may be configured to obtain sensor data of a sensed portion of the environment. The sensed portion may be defined by a sensor parameter. Based on the environment of the vehicle, the vehicle may select at least one parameter value for the at least one sensor parameter such that the sensed portion of the environment corresponds to a region of interest. The vehicle may operate the sensor, using the selected at least one parameter value for the at least one sensor parameter, to obtain sensor data of the region of interest, and control the vehicle in the autonomous mode based on the sensor data of the region of interest.
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公开(公告)号:US09697606B2
公开(公告)日:2017-07-04
申请号:US14749151
申请日:2015-06-24
Applicant: Waymo LLC
Inventor: James Stout , Jiajun Zhu
CPC classification number: G06T7/521 , G01S17/89 , G01S17/936 , G06K9/00201 , G06K9/00791 , G06K9/00805 , G06T7/70 , G06T2207/10028 , G06T2207/30261
Abstract: Methods and systems for object detection using laser point clouds are described herein. In an example implementation, a computing device may receive laser data indicative of a vehicle's environment from a sensor and generate a two dimensional (2D) range image that includes pixels indicative of respective positions of objects in the environment based on the laser data. The computing device may modify the 2D range image to provide values to given pixels that map to portions of objects in the environment lacking laser data, which may involve providing values to the given pixels based on the average value of neighboring pixels positioned by the given pixels. Additionally, the computing device may determine normal vectors of sets of pixels that correspond to surfaces of objects in the environment based on the modified 2D range image and may use the normal vectors to provide object recognition information to systems of the vehicle.
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公开(公告)号:US20250148918A1
公开(公告)日:2025-05-08
申请号:US19015091
申请日:2025-01-09
Applicant: Waymo LLC
Inventor: David I. Ferguson , Jiajun Zhu
Abstract: Methods and devices for actively modifying a field of view of an autonomous vehicle in view of constraints are disclosed. In one embodiment, an example method is disclosed that includes causing a sensor in an autonomous vehicle to sense information about an environment in a first field of view, where a portion of the environment is obscured in the first field of view. The example method further includes determining a desired field of view in which the portion of the environment is not obscured and, based on the desired field of view and a set of constraints for the vehicle, determining a second field of view in which the portion of the environment is less obscured than in the first field of view. The example method further includes modifying a position of the vehicle, thereby causing the sensor to sense information in the second field of view.
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公开(公告)号:US12236327B1
公开(公告)日:2025-02-25
申请号:US18536876
申请日:2023-12-12
Applicant: WAYMO LLC
Inventor: Jiajun Zhu , David I. Ferguson , Dmitri A. Dolgov
IPC: B60W30/08 , B60W30/09 , B60W30/095 , B60W50/00 , B60W60/00 , G05D1/00 , G06N3/00 , G06N20/00 , G06V20/56 , G06V20/58 , G08G1/0962 , G08G1/0967 , G08G1/16 , G01R19/25 , G06V10/20
Abstract: A method and apparatus are provided for determining one or more behavior models used by an autonomous vehicle to predict the behavior of detected objects. The autonomous vehicle may collect and record object behavior using one or more sensors. The autonomous vehicle may then communicate the recorded object behavior to a server operative to determine the behavior models. The server may determine the behavior models according to a given object classification, actions of interest performed by the object, and the object's perceived surroundings.
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公开(公告)号:US20240338023A1
公开(公告)日:2024-10-10
申请号:US18742364
申请日:2024-06-13
Applicant: Waymo LLC
Inventor: Bradley Templeton , Pierre-Yves Droz , Jiajun Zhu
IPC: G05D1/00 , G01S7/48 , G01S7/484 , G01S7/4865 , G01S17/10 , G01S17/42 , G01S17/86 , G01S17/89 , G01S17/931
CPC classification number: G05D1/0231 , G01S7/4802 , G01S7/484 , G01S7/4865 , G01S17/10 , G01S17/42 , G01S17/86 , G01S17/89 , G01S17/931
Abstract: A system and method include scanning a light detection and ranging (LIDAR) device through a range of orientations corresponding to a scanning zone while emitting light pulses from the LIDAR device. The method also includes receiving returning light pulses corresponding to the light pulses emitted from the LIDAR device and determining initial point cloud data based on time delays between emitting the light pulses and receiving the corresponding returning light pulses and the orientations of the LIDAR device. The initial point cloud data has an initial angular resolution. The method includes identifying, based on the initial point cloud data, a reflective feature in the scanning zone and determining an enhancement region and an enhanced angular resolution for a subsequent scan to provide a higher spatial resolution in at least a portion of subsequent point cloud data from the subsequent scan corresponding to the reflective feature.
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17.
公开(公告)号:US11921510B1
公开(公告)日:2024-03-05
申请号:US17849821
申请日:2022-06-27
Applicant: Waymo LLC
Inventor: David I. Ferguson , Jiajun Zhu
IPC: G05D1/02 , B60W10/18 , B60W10/20 , B60W30/095 , B60W30/16 , B60W40/04 , B60W40/072 , B60W50/04 , B62D6/00 , B62D15/02 , G01C21/26 , G01S13/86 , G01S13/931 , G01S15/42 , G01S17/42 , G05D1/00 , G08G1/00 , G08G1/0967
CPC classification number: G05D1/0212 , B60W30/095 , B60W40/04 , B60W40/072 , B62D6/00 , B62D15/0255 , B62D15/026 , G01C21/26 , G05D1/00 , G05D1/0088 , G05D1/0214 , G05D1/0223 , G05D1/0287 , G08G1/096725 , B60W10/18 , B60W10/20 , B60W30/16 , B60W2050/048 , G01S13/865 , G01S13/867 , G01S2013/9325 , G01S15/42 , G01S17/42 , G01S2205/002 , G05D1/0246 , G05D1/0293 , G08G1/20 , G08G1/22
Abstract: A method and apparatus is provided for controlling the operation of an autonomous vehicle. According to one aspect, the autonomous vehicle may track the trajectories of other vehicles on a road. Based on the other vehicle's trajectories, the autonomous vehicle may generate a pool of combined trajectories. Subsequently, the autonomous vehicle may select one of the combined trajectories as a representative trajectory. The representative trajectory may be used to change at least one of the speed or direction of the autonomous vehicle.
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公开(公告)号:US11829152B2
公开(公告)日:2023-11-28
申请号:US18049134
申请日:2022-10-24
Applicant: Waymo LLC
Inventor: David I. Ferguson , Jiajun Zhu
CPC classification number: G05D1/0231 , B60R1/00 , G05D1/0214 , G08G1/167 , B60R2300/301 , B60R2300/302 , B60R2300/307
Abstract: Methods and devices for actively modifying a field of view of an autonomous vehicle in view of constraints are disclosed. In one embodiment, an example method is disclosed that includes causing a sensor in an autonomous vehicle to sense information about an environment in a first field of view, where a portion of the environment is obscured in the first field of view. The example method further includes determining a desired field of view in which the portion of the environment is not obscured and, based on the desired field of view and a set of constraints for the vehicle, determining a second field of view in which the portion of the environment is less obscured than in the first field of view. The example method further includes modifying a position of the vehicle, thereby causing the sensor to sense information in the second field of view.
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公开(公告)号:US11747809B1
公开(公告)日:2023-09-05
申请号:US17387199
申请日:2021-07-28
Applicant: WAYMO LLC
Inventor: Jiajun Zhu , Christopher Paul Urmson , Dirk Haehnel , Nathaniel Fairfield , Russell Leigh Smith
IPC: G06K9/00 , G05D1/00 , G06T7/521 , G06T7/73 , B60T8/17 , B60T8/00 , B60T7/22 , B60T17/22 , B60W50/14 , B60T17/18 , B60T8/88 , B60W40/06 , G01S17/86 , G01S17/931 , G05D1/02 , G06Q10/02 , G06Q30/02 , G06Q30/0207 , G06Q40/08 , G07C9/00 , B60W30/08 , G01C21/36 , B60R1/00 , G06T7/20 , G06T7/231 , G06T7/223 , G06V20/58 , G06V20/64 , B60W50/029 , B60W30/186 , G01S13/86 , B62D6/00 , G06V10/20 , G06V20/56
CPC classification number: G05D1/0088 , B60R1/00 , B60T7/22 , B60T8/00 , B60T8/17 , B60T8/885 , B60T17/18 , B60T17/221 , B60W30/08 , B60W40/06 , B60W50/14 , G01C21/3617 , G01S17/86 , G01S17/931 , G05D1/0055 , G05D1/021 , G05D1/0212 , G05D1/0214 , G05D1/0276 , G06Q10/02 , G06Q30/02 , G06Q30/0207 , G06Q40/08 , G06T7/20 , G06T7/223 , G06T7/231 , G06T7/521 , G06T7/74 , G06V20/58 , G06V20/64 , G07C9/00563 , B60R2300/30 , B60T2201/022 , B60T2210/32 , B60T2270/406 , B60W30/186 , B60W2050/0292 , B60W2420/42 , B60W2420/52 , B60W2552/05 , B60W2555/60 , B60W2556/10 , B60W2556/50 , B62D6/00 , G01S13/865 , G01S13/867 , G05B2219/2637 , G05D1/024 , G05D1/0246 , G05D1/0257 , G05D1/0274 , G05D1/0278 , G05D2201/0213 , G06T2207/10004 , G06T2207/10028 , G06T2207/30236 , G06T2207/30252 , G06T2207/30261 , G06V10/255 , G06V20/56 , G06V20/588
Abstract: A method and apparatus are provided for optimizing one or more object detection parameters used by an autonomous vehicle to detect objects in images. The autonomous vehicle may capture the images using one or more sensors. The autonomous vehicle may then determine object labels and their corresponding object label parameters for the detected objects. The captured images and the object label parameters may be communicated to an object identification server. The object identification server may request that one or more reviewers identify objects in the captured images. The object identification server may then compare the identification of objects by reviewers with the identification of objects by the autonomous vehicle. Depending on the results of the comparison, the object identification server may recommend or perform the optimization of one or more of the object detection parameters.
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公开(公告)号:US11079768B2
公开(公告)日:2021-08-03
申请号:US16896203
申请日:2020-06-08
Applicant: Waymo LLC
Inventor: David Ian Ferguson , Jiajun Zhu
Abstract: Methods and systems for use of a reference image to detect a road obstacle are described. A computing device configured to control a vehicle, may be configured to receive, from an image-capture device, an image of a road on which the vehicle is travelling. The computing device may be configured to compare the image to a reference image; and identify a difference between the image and the reference image. Further, the computing device may be configured to determine a level of confidence for identification of the difference. Based on the difference and the level of confidence, the computing device may be configured to modify a control strategy associated with a driving behavior of the vehicle; and control the vehicle based on the modified control strategy.
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