CPC G06V 20/56 (2022.01) [B60R 16/0231 (2013.01); G05D 1/0214 (2013.01); G05D 1/0246 (2013.01); G06V 10/25 (2022.01); G06V 10/267 (2022.01); G06V 10/44 (2022.01); G06V 10/62 (2022.01); G06V 10/82 (2022.01); G07C 5/008 (2013.01); G07C 5/02 (2013.01); H04N 23/90 (2023.01)] | 20 Claims |
1. A method for controlling operation of a motor vehicle with a sensor array including a network of cameras mounted at discrete locations on the motor vehicle, the method comprising:
receiving, via a system controller through a wireless communications device, vehicle geolocation data indicating the motor vehicle is in or entering an off-road terrain;
receiving, via the system controller from the sensor array responsive to the vehicle geolocation data, camera data indicative of camera-generated images captured by the cameras and containing a drive wheel of the motor vehicle and a terrain surface of the off-road terrain;
receiving, via the system controller from a controller area network (CAN) bus, vehicle operating characteristics data and vehicle dynamics data for the motor vehicle;
processing the camera data, the vehicle operating characteristics data, and the vehicle dynamics data via a convolutional neural network (CNN) backbone to predict occurrence of a driving incident on the off-road terrain within a prediction time horizon; and
transmitting, via the system controller, a command signal to a resident vehicle system to execute a control operation responsive to the predicted occurrence of the driving incident.
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