| CPC G06V 20/58 (2022.01) [B60W 60/0015 (2020.02); B60W 60/0027 (2020.02); G01S 17/931 (2020.01); G06T 7/20 (2013.01); G06T 7/50 (2017.01); G06V 10/44 (2022.01); B60W 2420/403 (2013.01); B60W 2420/408 (2024.01); B60W 2554/404 (2020.02); G06T 2207/10028 (2013.01); G06T 2207/30241 (2013.01); G06T 2207/30261 (2013.01)] | 20 Claims |

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1. A method comprising:
receiving sensor data from a sensor associated with a vehicle in an environment;
determining, based on the sensor data, object data representing an object in the environment;
inputting the object data to a machine learning model;
receiving, from the machine learning model, depth data associated with the object;
determining a boundary edge associated with the object, based at least in part on at least one of the sensor data or the depth data;
determining, based at least in part on the depth data and the boundary edge, a bounding contour associated with the object, the bounding contour including a first segment and a second segment connected by an interior point in an interior of the boundary edge; and
controlling the vehicle within the environment based at least in part on the bounding contour associated with the object.
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