METHOD, APPARATUS, AND SYSTEM FOR MULTIPLE MODULES SCHEDULING

    公开(公告)号:US20190286489A1

    公开(公告)日:2019-09-19

    申请号:US16276084

    申请日:2019-02-14

    Applicant: TuSimple

    Abstract: The present disclosure provides a method, an apparatus and a system for multi-module scheduling, capable of solving the problem associated with inconsistency in data inputted to a computing module in the multi-module scheduling technique in the related art. The method includes: reading, by a master process, a pre-stored configuration file storing a directed computation graph; initializing, by the master process, states of all the nodes and connecting edges in the directed computation graph initially in computation in a current computing period; determining a node to be called based on the computation direction in the directed computation graph and the states of the nodes, the node to be called comprising a node having all of its input edges in a complete state; transmitting, to the computing module in the slave process corresponding to the node to be called, a call request of Remote Process Call (RPC) to execute the computing module; updating the state of the node and the state of each output edge of the node upon receiving a response to the call request; and proceeding with a next computing period upon determining that the states of all the nodes have been updated.

    PERCEPTION SYSTEM FOR AUTONOMOUS VEHICLES

    公开(公告)号:US20250014305A1

    公开(公告)日:2025-01-09

    申请号:US18891113

    申请日:2024-09-20

    Applicant: TUSIMPLE, INC.

    Abstract: Image processing techniques are described to obtain an image from a camera located on a vehicle while the vehicle is being driven, cropping a portion of the obtained image corresponding to a region of interest, detecting an object in the cropped portion, adding a bounding box around the detected object, determining position(s) of reference point(s) on the bounding box, and determining a location of the detected object in a spatial region where the vehicle is being driven based on the determined one or more positions of the second set of one or more reference points on the bounding box.

    PERCEPTION SYSTEM FOR AUTONOMOUS VEHICLES

    公开(公告)号:US20210397857A1

    公开(公告)日:2021-12-23

    申请号:US16909950

    申请日:2020-06-23

    Applicant: TUSIMPLE, INC.

    Abstract: Image processing techniques are described to obtain an image from a camera located on a vehicle while the vehicle is being driven, cropping a portion of the obtained image corresponding to a region of interest, detecting an object in the cropped portion, adding a bounding box around the detected object, determining position(s) of reference point(s) on the bounding box, and determining a location of the detected object in a spatial region where the vehicle is being driven based on the determined one or more positions of the second set of one or more reference points on the bounding box.

    SYSTEM AND METHOD FOR PROXIMATE VEHICLE INTENTION PREDICTION FOR AUTONOMOUS VEHICLES

    公开(公告)号:US20210370932A1

    公开(公告)日:2021-12-02

    申请号:US17401781

    申请日:2021-08-13

    Applicant: TUSIMPLE, INC.

    Abstract: A system and method for proximate vehicle intention prediction for autonomous vehicles are disclosed. A particular embodiment is configured to: receive perception data associated with a host vehicle; extract features from the perception data to detect a proximate vehicle in the vicinity of the host vehicle; generate a trajectory of the detected proximate vehicle based on the perception data; use a trained intention prediction model to generate a predicted intention of the detected proximate vehicle based on the perception data and the trajectory of the detected proximate vehicle; use the predicted intention of the detected proximate vehicle to generate a predicted trajectory of the detected proximate vehicle; and output the predicted intention and predicted trajectory for the detected proximate vehicle to another subsystem.

    VERIFICATION MODULE SYSTEM AND METHOD FOR MOTION-BASED LANE DETECTION WITH MULTIPLE SENSORS

    公开(公告)号:US20210033420A1

    公开(公告)日:2021-02-04

    申请号:US17074468

    申请日:2020-10-19

    Applicant: TUSIMPLE, INC.

    Abstract: A method of lane detection for a non-transitory computer readable storage medium storing one or more programs is disclosed. The one or more programs include instructions, which when executed by a computing device, cause the computing device to perform the following steps comprising: generating a ground truth associated with lane markings expressed in god's view; receiving features from at least one of a hit-map image and a fitted lane marking, wherein the hit-map image includes a classification of pixels that hit a lane marking, and the fitted lane marking includes pixels optimized based on the hit-map image; and training a confidence module based on the features and the ground truth, the confidence module configured to determine on-line whether a fitted lane marking is reasonable, using parameters that express a lane marking in an arc.

    SYSTEM AND METHOD FOR VEHICLE POSITION AND VELOCITY ESTIMATION BASED ON CAMERA AND LIDAR DATA

    公开(公告)号:US20200160071A1

    公开(公告)日:2020-05-21

    申请号:US16752637

    申请日:2020-01-25

    Applicant: TuSimple, Inc.

    Abstract: A vehicle position and velocity estimation based on camera and LIDAR data are disclosed. A particular embodiment includes: receiving input object data from a subsystem of an autonomous vehicle, the input object data including image data from an image generating device and distance data from a distance measuring device; determining a two-dimensional (2D) position of a proximate object near the autonomous vehicle using the image data received from the image generating device; tracking a three-dimensional (3D) position of the proximate object using the distance data received from the distance measuring device over a plurality of cycles and generating tracking data; determining a 3D position of the proximate object using the 2D position, the distance data received from the distance measuring device, and the tracking data; determining a velocity of the proximate object using the 3D position and the tracking data; and outputting the 3D position and velocity of the proximate object relative to the autonomous vehicle.

    SYSTEM AND METHOD FOR IMAGE ANNOTATION
    18.
    发明申请

    公开(公告)号:US20190050428A1

    公开(公告)日:2019-02-14

    申请号:US15672217

    申请日:2017-08-08

    Applicant: TuSimple

    CPC classification number: G06F16/58 G06F16/583 G06F17/241 G06Q30/0283

    Abstract: A system and method for implementing an image annotation platform are disclosed. A particular embodiment includes: registering a plurality of labelers to which annotation tasks are assigned; assigning annotation tasks to the plurality of labelers; determining if the annotation tasks can be closed or re-assigned to the plurality of labelers; aggregating annotations provided by the plurality of labelers as a result of the closed annotation tasks; evaluating a level of performance of the plurality of labelers in providing the annotations; and calculating payments for the plurality of labelers based on the quantity and quality of the annotations provided by the plurality of labelers.

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