Human motion generation: A survey

W Zhu, X Ma, D Ro, H Ci, J Zhang, J Shi… - … on Pattern Analysis …, 2023 - ieeexplore.ieee.org
Human motion generation aims to generate natural human pose sequences and shows
immense potential for real-world applications. Substantial progress has been made recently …

Recovering 3d human mesh from monocular images: A survey

Y Tian, H Zhang, Y Liu, L Wang - IEEE transactions on pattern …, 2023 - ieeexplore.ieee.org
Estimating human pose and shape from monocular images is a long-standing problem in
computer vision. Since the release of statistical body models, 3D human mesh recovery has …

Humans in 4D: Reconstructing and tracking humans with transformers

S Goel, G Pavlakos, J Rajasegaran… - Proceedings of the …, 2023 - openaccess.thecvf.com
We present an approach to reconstruct humans and track them over time. At the core of our
approach, we propose a fully" transformerized" version of a network for human mesh …

Bedlam: A synthetic dataset of bodies exhibiting detailed lifelike animated motion

MJ Black, P Patel, J Tesch… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
We show, for the first time, that neural networks trained only on synthetic data achieve state-
of-the-art accuracy on the problem of 3D human pose and shape (HPS) estimation from real …

Econ: Explicit clothed humans optimized via normal integration

Y **u, J Yang, X Cao, D Tzionas… - Proceedings of the …, 2023 - openaccess.thecvf.com
The combination of deep learning, artist-curated scans, and Implicit Functions (IF), is
enabling the creation of detailed, clothed, 3D humans from images. However, existing …

Gaussianavatar: Towards realistic human avatar modeling from a single video via animatable 3d gaussians

L Hu, H Zhang, Y Zhang, B Zhou… - Proceedings of the …, 2024 - openaccess.thecvf.com
We present GaussianAvatar an efficient approach to creating realistic human avatars with
dynamic 3D appearances from a single video. We start by introducing animatable 3D …

Motion-x: A large-scale 3d expressive whole-body human motion dataset

J Lin, A Zeng, S Lu, Y Cai, R Zhang… - Advances in Neural …, 2023 - proceedings.neurips.cc
In this paper, we present Motion-X, a large-scale 3D expressive whole-body motion dataset.
Existing motion datasets predominantly contain body-only poses, lacking facial expressions …

One-stage 3d whole-body mesh recovery with component aware transformer

J Lin, A Zeng, H Wang, L Zhang… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Whole-body mesh recovery aims to estimate the 3D human body, face, and hands
parameters from a single image. It is challenging to perform this task with a single network …

Wham: Reconstructing world-grounded humans with accurate 3d motion

S Shin, J Kim, E Halilaj… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
The estimation of 3D human motion from video has progressed rapidly but current methods
still have several key limitations. First most methods estimate the human in camera …

Smpler-x: Scaling up expressive human pose and shape estimation

Z Cai, W Yin, A Zeng, C Wei, Q Sun… - Advances in …, 2023 - proceedings.neurips.cc
Expressive human pose and shape estimation (EHPS) unifies body, hands, and face motion
capture with numerous applications. Despite encouraging progress, current state-of-the-art …