Improving radar resolution has traditionally been based on a hardware advancements which significantly increase the cost, size, and power consumption of the sensors. But radar solutions empowered by (constantly improving) machine learning software, can deliver high resolution and long-range sensing in compact, low power, economical packages.
Source: Smart Radar Critical for Improving Autonomous Vehicle Perception – Robotics Business Review