Deep learning-based human pose estimation: A survey

C Zheng, W Wu, C Chen, T Yang, S Zhu, J Shen… - ACM Computing …, 2023 - dl.acm.org
Human pose estimation aims to locate the human body parts and build human body
representation (eg, body skeleton) from input data such as images and videos. It has drawn …

Human pose estimation and its application to action recognition: A survey

L Song, G Yu, J Yuan, Z Liu - Journal of Visual Communication and Image …, 2021 - Elsevier
Human pose estimation aims at predicting the poses of human body parts in images or
videos. Since pose motions are often driven by some specific human actions, knowing the …

Mhformer: Multi-hypothesis transformer for 3d human pose estimation

W Li, H Liu, H Tang, P Wang… - Proceedings of the …, 2022 - openaccess.thecvf.com
Estimating 3D human poses from monocular videos is a challenging task due to depth
ambiguity and self-occlusion. Most existing works attempt to solve both issues by exploiting …

Diffusion-based 3d human pose estimation with multi-hypothesis aggregation

W Shan, Z Liu, X Zhang, Z Wang… - Proceedings of the …, 2023 - openaccess.thecvf.com
In this paper, a novel Diffusion-based 3D Pose estimation (D3DP) method with Joint-wise
reProjection-based Multi-hypothesis Aggregation (JPMA) is proposed for probabilistic 3D …

Probabilistic modeling for human mesh recovery

N Kolotouros, G Pavlakos… - Proceedings of the …, 2021 - openaccess.thecvf.com
This paper focuses on the problem of 3D human reconstruction from 2D evidence. Although
this is an inherently ambiguous problem, the majority of recent works avoid the uncertainty …

Gfpose: Learning 3d human pose prior with gradient fields

H Ci, M Wu, W Zhu, X Ma, H Dong… - Proceedings of the …, 2023 - openaccess.thecvf.com
Learning 3D human pose prior is essential to human-centered AI. Here, we present GFPose,
a versatile framework to model plausible 3D human poses for various applications. At the …

Recovering accurate 3d human pose in the wild using imus and a moving camera

T Von Marcard, R Henschel, MJ Black… - Proceedings of the …, 2018 - openaccess.thecvf.com
In this work, we propose a method that combines a single hand-held camera and a set of
Inertial Measurement Units (IMUs) attached at the body limbs to estimate accurate 3D poses …

Camera distance-aware top-down approach for 3d multi-person pose estimation from a single rgb image

G Moon, JY Chang, KM Lee - Proceedings of the IEEE/CVF …, 2019 - openaccess.thecvf.com
Although significant improvement has been achieved recently in 3D human pose estimation,
most of the previous methods only treat a single-person case. In this work, we firstly propose …

Learning to estimate 3D human pose and shape from a single color image

G Pavlakos, L Zhu, X Zhou… - Proceedings of the …, 2018 - openaccess.thecvf.com
This work addresses the problem of estimating the full body 3D human pose and shape from
a single color image. This is a task where iterative optimization-based solutions have …

Integral human pose regression

X Sun, B Xiao, F Wei, S Liang… - Proceedings of the …, 2018 - openaccess.thecvf.com
State-of-the-art human pose estimation methods are based on heat map representation. In
spite of the good performance, the representation has a few issues in nature, such as non …