The evolution of the Line Following Robot starts with an analog design and advances to a refined version incorporating an Arduino Nano microcontroller and an ultrasonic sensor for obstacle avoidance.

The creation of a line following robot with an integrated camera vision system is described in this abstract. First, the robot camera is initialized and photos are repeatedly captured. Preprocessing, ...