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Yolo Algorithm Book . Yolo and other convolutional neural network algorithms “score” regions based on their similarities to predefined classes. From the university of washington (go dawgs!) which has now had many improvements proposed since its first inception. YOLO RealTime Object Detection Yolo, Real time, Detection from www.pinterest.com In this recipe, we will discuss a couple of popular fully convolutional network models for object detection, one of them being yolo (you only look once). The image is divided into multiple grids. Yolo and other convolutional neural network algorithms “score” regions based on their similarities to predefined classes.