Multi-Camera Networks

CHAPTER 14 Real-Time 3D Body Pose Estimation

Michael Van den Bergh, Esther Koller-Meier, Roland Kehl

ETH Zurich, Computer Vision Laboratory, Zurich, Switzerland

Luc Van Gool

ESAT-PSI/VISICS, Katholieke Universiteit Leuven, Leuven, Belgium

Abstract

This chapter presents a novel approach to markerless real-time 3D pose estimation in a multi-camera setup. We explain how foreground-background segmentation and 3D reconstruction are used to extract a 3D hull of the user. This is done in real time using voxel carving and a fixed lookup table. The body pose is then retrieved using an example-based classifier that uses 3D Haar-like wavelet features to allow for real-time classification. Average neighborhood margin maximization (ANMM) is introduced ...