YOLO (an acronym standing for the phrase “You Only Look Once”) refers to a fast object detection algorithm. Previous attempts at building object detection algorithms involved running object detectors or object localizers multiple times over a single image.

Instead of needing multiple executions over a single image, YOLO detects objects through sending an image through a single forward pass through a convolutional neural network.