VQ-HPS: Human Pose and Shape Estimation in a Vector-Quantized Latent Space

no code implementations • 13 Dec 2023 • Guénolé Fiche, Simon Leglaive, Xavier Alameda-Pineda, Antonio Agudo, Francesc Moreno-Noguer

Instead of predicting body model parameters or 3D vertex coordinates, our focus is on forecasting the proposed discrete latent representation, which can be decoded into a registered human mesh.

Motion-DVAE: Unsupervised learning for fast human motion denoising

no code implementations • 9 Jun 2023 • Guénolé Fiche, Simon Leglaive, Xavier Alameda-Pineda, Renaud Séguier

We introduce Motion-DVAE, a motion prior to capture the short-term dependencies of human motion.

3D Human Pose Estimation Denoising