This article focuses on the Automatic Target Recognition (ATR) technology in counter-UAV radar systems, providing a systematic analysis of its current applications, core challenges, and optimization directions. By enhancing detection range and recognition accuracy, ATR technology is expected to drive the evolution of radar systems toward 4D perception, improving the capability to counter “low, slow, and small” drones.