CPC G06V 20/58 (2022.01) [B60W 60/001 (2020.02); G06V 20/49 (2022.01); B60W 2420/403 (2013.01); B60W 2420/408 (2024.01)] | 20 Claims |
1. A method for generating a dense light detection and ranging (LiDAR) representation by a vision system of a vehicle, comprising:
receiving, at a sparse depth network, one or more sparse representations of an environment within a vicinity of the vehicle;
generating, at a depth estimation network, a depth estimate of the environment depicted in an image captured by an image capturing sensor integrated with the vehicle based on receiving the one or more sparse representation;
generating, via the sparse depth network, one or more sparse depth estimates based on receiving the one or more sparse representations of the environment, each sparse depth estimate associated with a respective sparse representation of the one or more sparse representations;
fusing, at a depth fusion network, the depth estimate and the one or more sparse depth estimates to generate a dense depth estimate;
generating the dense LiDAR representation based on the dense depth estimate; and
controlling an action of the vehicle based on identifying a three-dimensional object in the dense LiDAR representation.
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