Joint Detection and Grouping of Road Objects Using Machine Learning

    公开(公告)号:US20230419678A1

    公开(公告)日:2023-12-28

    申请号:US17808244

    申请日:2022-06-22

    Applicant: Waymo LLC

    CPC classification number: G06V20/58 G06V20/70 G06V10/774 G06V10/82

    Abstract: A method includes obtaining an image representing road objects belonging to a particular class, and generating, based on the image, feature maps that represent visual features of the image. The method also includes determining, based on the feature maps and for each respective road object of the plurality of road objects, a corresponding location at which the respective road object has been detected within the image and a corresponding tag value associated with the respective road object. The method additionally includes determining groups of the road objects based on the tag value of each respective road object, and identifying, for each respective group, a corresponding road condition based on the corresponding locations of the road objects in the respective group and the particular class. The method further includes generating an output that represents the corresponding road condition of each respective group.

    Laminate structures for maintaining clear apertures

    公开(公告)号:US11852753B1

    公开(公告)日:2023-12-26

    申请号:US16593531

    申请日:2019-10-04

    Applicant: Waymo LLC

    CPC classification number: G01S7/497 G01S7/4813 G01S2007/4977

    Abstract: A sensor (e.g., an optical sensor) is disposed in an enclosure that separates it from an external environment. The enclosure includes an aperture comprising a transparent material. A laminate comprising a plurality of transparent films is coupled to the aperture such that the sensor has a field of view of the external environment through the transparent material of the aperture and the plurality of transparent films. The laminate includes an exposed transparent film that is exposed to the external environment and that is removable to expose an underlying film in the laminate when dirt, debris, or other obscuring material has collected on it. A laminate module that includes the laminate, a laminate sensor, and a peeling mechanism may be removably mounted on the aperture. The laminate sensor can sense the number of transparent films remaining in the laminate. The peeling mechanism can peel away individual transparent films in the laminate.

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