One Stage Object Detection(Single-Stage Object Detector) A class of object detection architectures that are one-stage. They treat object detection as a simple regression problem; for example, the input image is fed to the network, directly outputs the class probabilities and bounding box coordinates. These models skip the region proposal stage, also known as Region Proposal Network, which is gen..