Human pose estimation using deep learning: a systematic literature review

E Samkari, M Arif, M Alghamdi… - Machine Learning and …, 2023 - mdpi.com
Human Pose Estimation (HPE) is the task that aims to predict the location of human joints
from images and videos. This task is used in many applications, such as sports analysis and …

An enhanced real-time human pose estimation method based on modified YOLOv8 framework

C Dong, G Du - Scientific Reports, 2024 - nature.com
The objective of human pose estimation (HPE) derived from deep learning aims to
accurately estimate and predict the human body posture in images or videos via the …

YH-Pose: Human pose estimation in complex coal mine scenarios

XQ Dong, XC Wang, BJ Li, HY Wang, GC Chen… - … Applications of Artificial …, 2024 - Elsevier
Human pose estimation in continuous video frames captured from complex coal mine
scenes is challenging. The video frames in this scene may suffer from problems such as …

Jointly harnessing prior structures and temporal consistency for sign language video generation

Y Suo, Z Zheng, X Wang, B Zhang, Y Yang - ACM Transactions on …, 2024 - dl.acm.org
Sign language provides a way for differently-abled individuals to express their feelings and
emotions. However, learning sign language can be challenging and time consuming. An …

Dposer: Diffusion model as robust 3d human pose prior

J Lu, J Lin, H Dou, A Zeng, Y Deng, Y Zhang… - arXiv preprint arXiv …, 2023 - arxiv.org
This work targets to construct a robust human pose prior. However, it remains a persistent
challenge due to biomechanical constraints and diverse human movements. Traditional …

Joint-Motion Mutual Learning for Pose Estimation in Video

S Wu, H Chen, Y Yin, S Hu, R Feng, Y Jiao… - Proceedings of the …, 2024 - dl.acm.org
Human pose estimation in videos has long been a compelling yet challenging task within
the realm of computer vision. Nevertheless, this task remains difficult because of the …

Diffusion Model Is a Good Pose Estimator from 3D RF-Vision

J Fan, J Yang, Y Xu, L Xie - European Conference on Computer Vision, 2025 - Springer
Human pose estimation (HPE) from Radio Frequency vision (RF-vision) performs human
sensing using RF signals that penetrate obstacles without revealing privacy (eg, facial …

[HTML][HTML] KSL-POSE: A Real-Time 2D Human Pose Estimation Method Based on Modified YOLOv8-Pose Framework

T Lu, K Cheng, X Hua, S Qin - Sensors (Basel, Switzerland), 2024 - pmc.ncbi.nlm.nih.gov
Two-dimensional human pose estimation aims to equip computers with the ability to
accurately recognize human keypoints and comprehend their spatial contexts within media …

Accuracy and Adaptability Improvement in Aerobic Training: Integration of Self-Attention Mechanisms in 3D Pose Estimation and Kinematic Modeling

X Zhao, H Zhang, Q Ban, H Qu - IEEE Access, 2024 - ieeexplore.ieee.org
Accurately tracking and analyzing human motion during aerobic exercise poses significant
challenges due to the dynamic complexity of human biomechanics. Traditional methods …

A Comparative Study of Recent 2D Human Pose Estimation Methods

NE Elshami, A Salah, H Mohsen - 2024 6th International …, 2024 - ieeexplore.ieee.org
Human Pose Estimation is a computer vision technique utilized in various fields such as
healthcare, security, and sports to detect the pose of single or multi-person utilizing various …