Variational Pose Prediction with Dynamic Sample Selection from Sparse Tracking Signals

Abstract

Without SSI Without SSIWith SSI Figure 1: (Left) We show the ability of our conditional VAE to produce diverse poses from a set of 4 tracking points obtained by a VR device.(Right) We demonstrate the effectiveness of our novel sample selection and interpolation (SSI) strategy. Specifically, we show that our system without SSI produces a result with an implausible pose. Our method with SSI is able to intelligently select a better sample and produce a result with a natural pose.