In recent years, the task of human pose estimation has become increasingly important, due to large scale usage, including VR applications, as well higher-level tasks, such behavior understanding. this paper, we introduce a novel two-stage deep learning approach named Segmentation-Guided Pose Estimation (SGPE). The pipeline is based on two neural networks working in sequential fashion, while bot...