MACHINE LEARNING SOLUTIONS FOR MATCHING OF VEHICLE EXIT TO UNMATCHED ENTRY EVENTS

    公开(公告)号:US20240412634A1

    公开(公告)日:2024-12-12

    申请号:US18206429

    申请日:2023-06-06

    Abstract: An edge device generates an exit event for a vehicle exiting a parking facility. The edge device determines whether the exit event matches with an entry event. Responsive to determining that the exit event does not match to an entry event, the edge device inputs images of the vehicle into a supervised machine learning model and receives, as output from the model, an exit feature vector. The edge device retrieves entry feature vectors corresponding to hanging entry events. A hanging entry event is an entry event for a vehicle with an unknown vehicle identifier. Edge device inputs the exit feature vector and the entry feature vectors into an unsupervised machine learning model and receives, as output from the model, matching scores for each entry feature vector. Edge device matches the exit event to one of the hanging entry events based on the matching scores.

    MACHINE LEARNING SOLUTIONS FOR ENFORCEMENT OF SENSOR-DETECTED VEHICLE FACIILTY INFRACTIONS

    公开(公告)号:US20240412314A1

    公开(公告)日:2024-12-12

    申请号:US18206431

    申请日:2023-06-06

    Abstract: A device detects, using input from one or more sensors installed at a parking facility of a plurality of parking facilities, an infraction caused by a vehicle. Responsive to detecting the infraction, the device generates a vehicle fingerprint by inputting a depiction of the vehicle into a supervised machine learning model, the depiction derived from one or more images of the vehicle captured at the parking facility, and receiving a feature vector of the vehicle as output from the supervised machine learning model, the feature vector comprising a plurality of embeddings each describing a dimension of the vehicle. The device monitors for entry of the vehicle at each of the plurality of parking facilities using the vehicle fingerprint, and, responsive to detecting entry of the vehicle at a given one of the plurality of parking facilities, triggers a remediation action.

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