Human Pose estimation in images and videos is one of key technologies for realizing a variety of human activy recognnition tasks (e.g., human-computer interaction, gesture recognition surveillance, and video summarization). This paper preents two types of human pose estimation methodologies; 1) 3D human pose tracking using motion priors and 2) 2D human pose estimation with ensemble modeling.