METHOD, DEVICE, COMPUTER SYSTEM FOR DETECTING PEDESTRIAN BASED ON 3D POINT CLOUDS

    公开(公告)号:US20240193788A1

    公开(公告)日:2024-06-13

    申请号:US18496532

    申请日:2023-10-27

    Abstract: Disclosed are a method, device, computer system for detecting pedestrians based on 3D point clouds. The method includes: obtaining the spatial radar point cloud data of area to be detected; dividing the spatial radar point cloud data to obtain a plurality of 3D voxel grid cells according to a preset unit of voxel; encoding the plurality of 3D voxel grid cells and obtaining the voxel encoded data of the plurality of radar point cloud data; obtaining a first feature map and a second feature map based on a predetermined sparse convolutional backbone network and self-attention transformation network; and performing fusing processing for a fused feature map to input into a predetermined pedestrian detection model for pedestrian detection to obtain the pedestrian detection information of the area to be detected. The present disclosure enables more comprehensive pedestrian detection in the area to be detected with improved accuracy.

    NONINVASIVE METHOD AND SYSTEM FOR SLEEP APNEA DETECTION

    公开(公告)号:US20230043406A1

    公开(公告)日:2023-02-09

    申请号:US17790445

    申请日:2020-11-12

    Abstract: A noninvasive method and system for sleep apnea detection is disclosed. The method includes the following steps: acquiring vital sign signals of a sleeping user; performing structured processing on the vital sign signals of the user to remove invalid signals to obtain a set of valid vital sign signals; extracting multi-dimensional morphological features from a sleep respiratory signal and performing feature training on an initial model of a classifier by means of the multi-dimensional morphological features so as to obtain a sleep breathing detection model; and inputting the set of valid vital sign signals into the sleep breathing detection model and performing signal processing to obtain predicted probability of the user suffering from sleep apnea. As a result, data relating to the probability of a user suffering from sleep apnea can be more accurately obtained, thereby facilitating the determination of whether a sleep apnea event occurs during sleep.

    EPITAXIAL WAFER, METHOD OF MANUFACTURING THE EPITAXIAL WAFER, DIODE, AND CURRENT RECTIFIER

    公开(公告)号:US20220254939A1

    公开(公告)日:2022-08-11

    申请号:US17629343

    申请日:2019-09-11

    Inventor: Richard NOTZEL

    Abstract: An epitaxial wafer, a method of manufacturing the epitaxial wafer, a diode, and a current rectifier are provided. The epitaxial wafer comprises a Si substrate layer; an insulating layer formed on the Si substrate layer; and a nitride semiconductor layer formed on a surface of the insulating layer facing away from the Si substrate layer; wherein the insulating layer has a thickness configured such that under a forward bias voltage, the insulating layer may allow electrons and holes to pass from one side to the other side of the insulating layer via quantum tunneling so as to allow a forward current flow.

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