An apparatus to facilitate three dimensional (3D) position estimation is disclosed. The apparatus includes one or more processors to receive a plurality of images captured by a camera array during a live event, locate key-points of human joints of a plurality of event participants included in the images, associate key-points of each participant across the images and recover a 3D body position of each of the plurality of participants based on the associated key-points.