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 …

[HTML][HTML] Deep 3D human pose estimation: A review

J Wang, S Tan, X Zhen, S Xu, F Zheng, Z He… - Computer Vision and …, 2021 - Elsevier
Abstract Three-dimensional (3D) human pose estimation involves estimating the articulated
3D joint locations of a human body from an image or video. Due to its widespread …

Econ: Explicit clothed humans optimized via normal integration

Y Xiu, 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 …

Icon: Implicit clothed humans obtained from normals

Y Xiu, J Yang, D Tzionas… - 2022 IEEE/CVF …, 2022 - ieeexplore.ieee.org
Current methods for learning realistic and animatable 3D clothed avatars need either posed
3D scans or 2D images with carefully controlled user poses. In contrast, our goal is to learn …

Generating holistic 3d human motion from speech

H Yi, H Liang, Y Liu, Q Cao, Y Wen… - Proceedings of the …, 2023 - openaccess.thecvf.com
This work addresses the problem of generating 3D holistic body motions from human
speech. Given a speech recording, we synthesize sequences of 3D body poses, hand …

Animatable neural radiance fields for modeling dynamic human bodies

S Peng, J Dong, Q Wang, S Zhang… - Proceedings of the …, 2021 - openaccess.thecvf.com
This paper addresses the challenge of reconstructing an animatable human model from a
multi-view video. Some recent works have proposed to decompose a non-rigidly deforming …

Neural body: Implicit neural representations with structured latent codes for novel view synthesis of dynamic humans

S Peng, Y Zhang, Y Xu, Q Wang… - Proceedings of the …, 2021 - openaccess.thecvf.com
This paper addresses the challenge of novel view synthesis for a human performer from a
very sparse set of camera views. Some recent works have shown that learning implicit …

Structured local radiance fields for human avatar modeling

Z Zheng, H Huang, T Yu, H Zhang… - Proceedings of the …, 2022 - openaccess.thecvf.com
It is extremely challenging to create an animatable clothed human avatar from RGB videos,
especially for loose clothes due to the difficulties in motion modeling. To address this …

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 …

Capturing and inferring dense full-body human-scene contact

CHP Huang, H Yi, M Höschle… - Proceedings of the …, 2022 - openaccess.thecvf.com
Inferring human-scene contact (HSC) is the first step toward understanding how humans
interact with their surroundings. While detecting 2D human-object interaction (HOI) and …