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Deep Learning for Human Activity Recognition on 3D Human Skeleton: Survey and Comparative Study [PDF]

open access: yesSensors, 2023
Human activity recognition (HAR) is an important research problem in computer vision. This problem is widely applied to building applications in human–machine interactions, monitoring, etc.
Hung-Cuong Nguyen   +3 more
doaj   +4 more sources

Constraint-Based Optimized Human Skeleton Extraction from Single-Depth Camera [PDF]

open access: yesSensors, 2019
As a cutting-edge research topic in computer vision and graphics for decades, human skeleton extraction from single-depth camera remains challenging due to possibly occurring occlusions of different body parts, huge appearance variations, and sensor ...
Ruotong Li   +3 more
doaj   +4 more sources

Future Pose Prediction from 3D Human Skeleton Sequence with Surrounding Situation [PDF]

open access: yesSensors, 2023
Human pose prediction is vital for robot applications such as human–robot interaction and autonomous control of robots. Recent prediction methods often use deep learning and are based on a 3D human skeleton sequence to predict future poses.
Tomohiro Fujita, Yasutomo Kawanishi
doaj   +2 more sources

Skeleton-Based Human Pose Recognition Using Channel State Information: A Survey

open access: yesSensors, 2022
With the increasing demand for human-computer interaction and health monitoring, human behavior recognition with device-free patterns has attracted extensive attention. The fluctuations of the Wi-Fi signal caused by human actions in a Wi-Fi coverage area
Zhengjie Wang   +6 more
doaj   +3 more sources

Skeleton Graph-Neural-Network-Based Human Action Recognition: A Survey

open access: yesSensors, 2022
Human action recognition has been applied in many fields, such as video surveillance and human computer interaction, where it helps to improve performance.
Miao Feng, Jean Meunier
doaj   +3 more sources

SRNet: Structured Relevance Feature Learning Network From Skeleton Data for Human Action Recognition

open access: yesIEEE Access, 2019
In recent years, human action recognition based on skeleton information has recently drawn increasing attention with published large-scale skeleton datasets.
Weizhi Nie, Wei Wang, Xiangdong Huang
doaj   +3 more sources

Human Skeleton Action Recognition Algorithm Based on Dynamic Topological Graph [PDF]

open access: yesJisuanji kexue, 2022
Traditional human skeleton action recognition algorithms manually construct topological graphs to model the action sequence contained in multiple video frames and learn each video frame to reflect the data changes,which may lead to the high computational
XIE Yu, YANG Rui-ling, LIU Gong-xu, LI De-yu, WANG Wen-jian
doaj   +1 more source

Joint Swing Energy for Skeleton-Based Gender Classification

open access: yesIEEE Access, 2021
Human gender classification in digital image content has received considerable attention from researchers for various applications, such as demographic research, video surveillance systems, and forensic science.
Beom Kwon, Sanghoon Lee
doaj   +1 more source

Depression and Severity Detection Based on Body Kinematic Features: Using Kinect Recorded Skeleton Data of Simple Action

open access: yesFrontiers in Neurology, 2022
Relative limb movement is an important feature in assessing depression. In this study, we looked into whether a skeleton-mimetic task using natural stimuli may help people recognize depression.
Yanhong Yu   +6 more
doaj   +1 more source

The research on the coupling relationship between human skeleton and fascia in Taiji from the perspective of spatial structure

open access: yesJournal of Taiji Science, 2022
This paper analyzes the spatial structure and movement characteristics of bones in Taiji movement, and puts forward the viewpoint that the human body forms a "rigid and flexible" coupled movement force system with the bones and fascia during Taiji ...
Zili Xu 许自立, Juan ChenC陈娟
doaj   +1 more source

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