YOLO (You Only Look Once) is a Real-time object detection system that processes images in a single Neural network pass, offering a balance between Speed And Accuracy. It segments an image into a grid, predicting Bounding Boxes and Class Probabilities simultaneously, making it highly efficient for Applications requiring quick detection like Autonomous Driving and Video surveillance.