  We present BlazePose GHUM Holistic, a lightweight neural network pipeline for
3D human body landmarks and pose estimation, specifically tailored to real-time
on-device inference. BlazePose GHUM Holistic enables motion capture from a
single RGB image including avatar control, fitness tracking and AR/VR effects.
Our main contributions include i) a novel method for 3D ground truth data
acquisition, ii) updated 3D body tracking with additional hand landmarks and
iii) full body pose estimation from a monocular image.
