| CPC G06T 3/4061 (2013.01) [G01S 13/89 (2013.01); G01S 17/89 (2013.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01); G06T 3/60 (2013.01); G06T 5/50 (2013.01); G06V 20/56 (2022.01); G06T 2207/10044 (2013.01); G06T 2207/20016 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/20224 (2013.01)] | 17 Claims |

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1. An autonomous driving system, comprising:
a sensor fusion module;
a system controller;
a memory;
a radar controller adapted for dynamic control of steerable beams focusing on one or multiple portions of vehicle field of view and is adapted to detect and identify targets, wherein:
the radar controller is adapted to interact with the sensor fusion module,
the radar controller is configured to implement a super-resolution network configured to receive radar data with a first resolution and produce radar data with a second resolution different from the first resolution using one or more first neural networks trained on a dataset comprising radar training data and ground truth densified data time-synchronized with the radar training data, and
the radar controller is configured to dynamically control one or more steerable beams based on detection and identification of targets with the radar data with the second resolution.
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