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公开(公告)号:US10649462B2
公开(公告)日:2020-05-12
申请号:US16019892
申请日:2018-06-27
Applicant: Mobileye Vision Technologies Ltd.
Inventor: Shai Shalev-Shwartz , Shaked Shammah , Amnon Shashua , Yoav Taieb , Gideon Stein
IPC: G05D1/02 , G06N20/00 , B60W30/09 , G01C21/34 , G05D1/00 , G06K9/00 , G06N3/00 , G06N3/08 , G06N7/00 , G06N3/04 , B60W30/095 , B60W50/00 , G06N5/04 , B60W50/04 , G01C21/36
Abstract: Systems and methods are provided for navigating an autonomous vehicle using reinforcement learning techniques. In one implementation, a navigation system for a host vehicle may include at least one processing device programmed to: receive, from a camera, a plurality of images representative of an environment of the host vehicle; analyze the plurality of images to identify a navigational state associated with the host vehicle; provide the navigational state to a trained navigational system; receive, from the trained navigational system, a desired navigational action for execution by the host vehicle in response to the identified navigational state; analyze the desired navigational action relative to one or more predefined navigational constraints; determine an actual navigational action for the host vehicle, wherein the actual navigational action includes at least one modification of the desired navigational action determined based on the one or more predefined navigational constraints; and cause at least one adjustment of a navigational actuator of the host vehicle in response to the determined actual navigational action for the host vehicle.
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公开(公告)号:US10514705B2
公开(公告)日:2019-12-24
申请号:US16434391
申请日:2019-06-07
Applicant: MOBILEYE VISION TECHNOLOGIES LTD.
Inventor: Shai Shalev-Shwartz , Shaked Shammah , Amnon Shashua , Yoav Taieb , Gideon Stein
IPC: G05D1/02 , G06N20/00 , B60W30/09 , G01C21/34 , G05D1/00 , G06K9/00 , G06N3/00 , B60W30/095 , B60W50/00 , G06N5/04 , B60W50/04 , G01C21/36
Abstract: A navigation system for a host vehicle is provided. The system may comprise at least one processing device programmed to receive, from a camera, a plurality of images representative of an environment of the host vehicle; analyze the plurality of images to identify a navigational state associated with the host vehicle; determine a first predefined navigational constraint implicated by at least one aspect of the navigational state; identify, based on analysis of the plurality of images, a presence of at least one navigational constraint augmentation factor; determine a second navigational constraint based on identification of the at least one navigational constraint augmentation factor; determine, based on the identified navigational state, a navigational action for the host vehicle satisfying the second navigational constraint; and cause at least one adjustment of a navigational actuator of the host vehicle in response to the determined navigational action.
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公开(公告)号:US20190337509A1
公开(公告)日:2019-11-07
申请号:US16426403
申请日:2019-05-30
Applicant: Mobileye Vision Technologies Ltd.
Inventor: Shai Shalev-Shwartz , Shaked Shammah , Amnon Shashua
IPC: B60W30/09 , B60W10/20 , B60W40/06 , B60W40/105 , B60W10/18
Abstract: A navigation system includes a processor programmed to receive, from a sensor, an output related to a motion of the host vehicle. The output is generated at a first time that is later than a data acquisition time, when a measurement or data acquisition on which the output is based is acquired, and earlier than a second time at which the sensor output is received processor; generate, for a motion prediction time, a prediction of at least one aspect of host vehicle motion based, on the output and how the aspect of host vehicle motion changes over a time interval between the data acquisition time and the motion prediction time; determine a navigational action for the host vehicle; generate a navigational command for implementing at least a portion of the navigational action; and provide the navigational command to at least one actuation system of the host vehicle.
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公开(公告)号:US20180032082A1
公开(公告)日:2018-02-01
申请号:US15702753
申请日:2017-09-12
Applicant: MOBILEYE VISION TECHNOLOGIES LTD.
Inventor: Shai Shalev-Shwartz , Amnon Shashua , Shaked Shammah
CPC classification number: G05D1/0221 , B60W30/09 , G01C21/34 , G05D1/0088 , G05D1/0214 , G05D1/0231 , G05D1/0246 , G05D2201/0213 , G06K9/00791 , G06K9/00798 , G06N3/00 , G06N99/005
Abstract: Systems and methods are provided for navigating an autonomous vehicle using reinforcement learning techniques. In one implementation, a navigation system for a host vehicle may include at least one processing device programmed to: receive, from a camera, a plurality of images representative of an environment of the host vehicle; analyze the plurality of images to identify a navigational state associated with the host vehicle; provide the navigational state to a trained navigational system; receive, from the trained navigational system, a desired navigational action for execution by the host vehicle in response to the identified navigational state; analyze the desired navigational action relative to one or more predefined navigational constraints; determine an actual navigational action for the host vehicle, wherein the actual navigational action includes at least one modification of the desired navigational action determined based on the one or more predefined navigational constraints; and cause at least one adjustment of a navigational actuator of the host vehicle in response to the determined actual navigational action for the host vehicle.
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公开(公告)号:US20250033669A1
公开(公告)日:2025-01-30
申请号:US18750716
申请日:2024-06-21
Applicant: Mobileye Vision Technologies Ltd.
Inventor: Shai Shalev-Shwartz , Shaked Shammah , Amnon Shashua , Barak Cohen , Zeev Adelman
IPC: B60W60/00 , B60W30/09 , B60W30/095 , B60W30/18 , B60W40/02 , B60W40/105 , B60W40/107 , G05D1/247 , G05D1/249 , G05D1/617 , G06T7/20 , G06T7/70 , G06V20/58 , G06V40/10
Abstract: Systems and methods are disclosed for navigating a host vehicle. In one implementation, at least one processing device may be programmed to receive an image representative of an environment of the host vehicle, determine a planned navigational action for the host vehicle, analyze the image to identify a target vehicle with a direction of travel toward the host vehicle, and determine a next-state distance between the host vehicle and the target vehicle that would result if the planned navigational action was taken. The at least one processing device may further determine a stopping distance for the host vehicle based on a braking rate, a maximum acceleration capability, and a current speed of the host vehicle, determine a stopping distance for the target vehicle based on a braking rate, a maximum acceleration capability, and a current speed of the target vehicle, and implement the planned navigational action if the determined next-state distance is greater than a sum of the stopping distances for the host vehicle and the target vehicle.
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公开(公告)号:US12182878B2
公开(公告)日:2024-12-31
申请号:US18214692
申请日:2023-06-27
Applicant: Mobileye Vision Technologies Ltd.
Inventor: Shai Shalev-Shwartz , Amnon Shashua , Shaked Shammah
IPC: G06Q40/08 , B60W10/04 , B60W10/18 , B60W10/20 , B60W30/09 , B60W30/095 , B60W30/18 , B60W60/00 , G01C21/34 , G01C21/36 , G05D1/00 , G06Q10/00 , G07C5/02 , G07C5/08 , G08G1/16
Abstract: Systems and methods are provided for navigating a host vehicle. In one implementation, a system may include a processing device configured to receive an image acquired by an image capture device; determine a planned navigational action for accomplishing a navigational goal of the host vehicle; analyze the at least one image to identify a first target vehicle ahead of the host vehicle and a second target vehicle ahead of the first target vehicle; determine a next-state distance between the host vehicle and the second target vehicle that would result if the planned navigational action was taken; determine a stopping distance for the host vehicle based on a maximum braking capability of the host vehicle and a current speed of the host vehicle; and cause the vehicle to implement the planned navigational action if the stopping distance is less than the determined next-state distance.
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公开(公告)号:US11897508B2
公开(公告)日:2024-02-13
申请号:US17174844
申请日:2021-02-12
Applicant: Mobileye Vision Technologies Ltd.
Inventor: Shai Shalev-Shwartz , Shaked Shammah , Amnon Shashua , Barak Cohen , Zeev Adelman
IPC: B60W60/00 , B60W30/18 , B60W40/02 , B60W40/105 , B60W40/107 , G06T7/70 , B60W30/09 , G05D1/02 , G06T7/20 , B60W30/095 , G06V20/58 , G06V40/10
CPC classification number: B60W60/0016 , B60W30/09 , B60W30/0953 , B60W30/0956 , B60W30/181 , B60W30/18163 , B60W40/02 , B60W40/105 , B60W40/107 , B60W60/0015 , G05D1/0214 , G05D1/0231 , G05D1/0246 , G06T7/20 , G06T7/70 , G06V20/58 , G06V20/584 , G06V40/10 , B60W2420/42 , B60W2420/52 , B60W2510/18 , B60W2520/105 , B60W2520/12 , B60W2520/125 , B60W2520/14 , B60W2530/201 , B60W2552/45 , B60W2554/4029 , B60W2554/4041 , B60W2554/4042 , B60W2554/4043 , B60W2554/4044 , B60W2554/80 , B60W2554/801 , B60W2555/60 , B60W2720/10 , G05D2201/0213 , G06T2207/30196 , G06T2207/30261 , G06V2201/07
Abstract: Systems and methods are provided for navigating a host vehicle. At least one processing device may be programmed to receive an image representative of an environment of the host vehicle; determine a planned navigational action for the host vehicle; analyze the image to identify a target vehicle in the environment of the host vehicle; determine a next-state lateral distance between the host vehicle and the target vehicle that would result if the planned navigational action was taken; determine a lateral braking distance for the host vehicle and the target vehicle based on a maximum yaw rate capability, a maximum change in turn radius capability, and a current lateral speed of the host vehicle and the target vehicle; and implement the planned navigational action if the determined next-state distance is greater than a sum of the lateral braking distances for the host vehicle and the target vehicle.
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公开(公告)号:US11815904B2
公开(公告)日:2023-11-14
申请号:US17451858
申请日:2021-10-22
Applicant: Mobileye Vision Technologies Ltd.
Inventor: Shai Shalev-Shwartz , Amnon Shashua , Shaked Shammah
CPC classification number: G05D1/0251 , B60W60/0011 , G01C21/3415 , G01C21/3492 , G05D1/0214 , G06V20/56 , B60W2420/42 , B60W2554/4029 , B60W2754/30 , G05D2201/0213
Abstract: A navigation system for a host vehicle may include at least one processor programmed to receive, from a camera, a plurality of images representative of an environment of the host vehicle. The processor may also be programmed to analyze at least one of the plurality of images to identify navigational state information associated with the host vehicle; determine a plurality of potential trajectories for the host vehicle based on the navigational state information; perform a preliminary analysis relative to each of the plurality of potential trajectories and assign to each of the plurality of potential trajectories, based on the preliminary analysis, at least one indicator of relative ranking; select, based on the at least one indicator of relative ranking assigned to each of the plurality of potential trajectories, a subset of the plurality of potential trajectories, wherein the subset of the plurality of potential trajectories includes fewer potential trajectories than the plurality of potential trajectories; perform a secondary analysis relative to the subset of the plurality of potential trajectories, and based on the secondary analysis, select one of the subset of the plurality of potential trajectories as a planned trajectory for the host vehicle; determine one or more navigational actions for the host vehicle based on the planned trajectory selected from among the subset of the plurality of potential trajectories; and cause at least one adjustment of a navigational actuator of the host vehicle to implement the one or more navigational actions for the host vehicle.
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公开(公告)号:US11727497B2
公开(公告)日:2023-08-15
申请号:US17106693
申请日:2020-11-30
Applicant: Mobileye Vision Technologies Ltd.
Inventor: Shai Shalev-Shwartz , Amnon Shashua , Shaked Shammah
IPC: B60W30/09 , B60W10/20 , B60W30/18 , B60W30/095 , G06Q40/08 , B60W10/18 , G05D1/00 , G07C5/02 , G07C5/08 , G05D1/02 , G08G1/16 , B60W10/04 , G01C21/36 , G01C21/34 , G06Q10/00
CPC classification number: G06Q40/08 , B60W10/04 , B60W10/18 , B60W10/20 , B60W30/09 , B60W30/095 , B60W30/0956 , B60W30/18163 , G01C21/3407 , G01C21/3602 , G05D1/0088 , G05D1/0246 , G06Q10/00 , G07C5/02 , G07C5/08 , G08G1/163 , B60W2400/00 , B60W2420/42 , B60W2420/52 , B60W2520/10 , B60W2554/00 , B60W2554/801 , B60W2554/804 , B60W2555/60 , B60W2710/18 , G05D2201/0213
Abstract: Systems and methods are provided for vehicle navigation. In one implementation, a system may comprise an interface to obtain sensing data of an environment of the host vehicle. A processing device may be configured to determine a planned navigational action for the host vehicle; identify, from the sensing data, a target vehicle in the environment of the host vehicle; predict a distance between the host vehicle and the target vehicle that would result if the planned navigational action was taken; determine a host vehicle braking distance based on a braking capability, acceleration capability, and speed of the host vehicle; determine a target vehicle braking distance, based on a speed and braking capability of the target vehicle; and implement the planned navigational action when the predicted distance of the planned navigational action is greater than a safe longitudinal distance being calculated based on the host vehicle and target vehicle braking distances.
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公开(公告)号:US11698263B2
公开(公告)日:2023-07-11
申请号:US16913976
申请日:2020-06-26
Applicant: Mobileye Vision Technologies Ltd.
Inventor: Amnon Shashua , Shai Shalev-Shwartz , Shaked Shammah
CPC classification number: G01C21/3602 , G01C21/30 , G05D1/0088 , G05D1/0246 , G05D1/0276 , G06F18/251 , G06V20/56 , G06V20/588 , G05D2201/0212 , G05D2201/0213
Abstract: A navigational system for a host vehicle may comprise at least one processing device. The processing device may be programmed to receive a first output and a second output associated with the host vehicle and identify a representation of a target object in the first output. The processing device may determine whether a characteristic of the target object triggers a navigational constraint by verifying the identification of the target object based on the first output and, if the at least one navigational constraint is not verified based on the first output, then verifying the identification of the target object based on a combination of the first output and the second output. In response to the verification, the processing device may cause at least one navigational change to the host vehicle.
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