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 …

Cliff: Carrying location information in full frames into human pose and shape estimation

Z Li, J Liu, Z Zhang, S Xu, Y Yan - European Conference on Computer …, 2022 - Springer
Top-down methods dominate the field of 3D human pose and shape estimation, because
they are decoupled from human detection and allow researchers to focus on the core …

3D human pose estimation via intuitive physics

S Tripathi, L Müller, CHP Huang… - Proceedings of the …, 2023 - openaccess.thecvf.com
Estimating 3D humans from images often produces implausible bodies that lean, float, or
penetrate the floor. Such methods ignore the fact that bodies are typically supported by the …

Pymaf-x: Towards well-aligned full-body model regression from monocular images

H Zhang, Y Tian, Y Zhang, M Li, L An… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
We present PyMAF-X, a regression-based approach to recovering a parametric full-body
model from a single image. This task is very challenging since minor parametric deviation …

Decoupling human and camera motion from videos in the wild

V Ye, G Pavlakos, J Malik… - Proceedings of the …, 2023 - openaccess.thecvf.com
We propose a method to reconstruct global human trajectories from videos in the wild. Our
optimization method decouples the camera and human motion, which allows us to place …

Monocular, one-stage, regression of multiple 3d people

Y Sun, Q Bao, W Liu, Y Fu… - Proceedings of the …, 2021 - openaccess.thecvf.com
This paper focuses on the regression of multiple 3D people from a single RGB image.
Existing approaches predominantly follow a multi-stage pipeline that first detects people in …

Poseaug: A differentiable pose augmentation framework for 3d human pose estimation

K Gong, J Zhang, J Feng - … of the IEEE/CVF conference on …, 2021 - openaccess.thecvf.com
Existing 3D human pose estimators suffer poor generalization performance to new datasets,
largely due to the limited diversity of 2D-3D pose pairs in the training data. To address this …

Glamr: Global occlusion-aware human mesh recovery with dynamic cameras

Y Yuan, U Iqbal, P Molchanov… - Proceedings of the …, 2022 - openaccess.thecvf.com
We present an approach for 3D global human mesh recovery from monocular videos
recorded with dynamic cameras. Our approach is robust to severe and long-term occlusions …

Occluded human mesh recovery

R Khirodkar, S Tripathi, K Kitani - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Top-down methods for monocular human mesh recovery have two stages:(1) detect human
bounding boxes;(2) treat each bounding box as an independent single-human mesh …

Rendering humans from object-occluded monocular videos

T **ang, A Sun, J Wu, E Adeli… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract 3D understanding and rendering of moving humans from monocular videos is a
challenging task. Although recent progress has enabled this task to some extent, it is still …