STIGANet: Integrating DGCNS and attention mechanisms for real-time 3D pose estimation in sports

In modern sports training and competitions, precise action analysis and feedback are essential for optimizing athletes’ performance. Traditional methods, however, are time-consuming, labor-intensive, and prone to subjective judgment, leading to inconsistencies and inaccuracies. Existing AI-based app...

Full description

Bibliographic Details
Published in:	Alexandria Engineering Journal
Main Authors:	Qi Liu, Zhenzhou Wang, Han Zhang, Changqing Miao
Format:	Article
Language:	English
Published:	Elsevier 2025-05-01
Subjects:	Sports action analysis 3D human pose estimation Dynamic graph convolutional networks Attention mechanisms Deformable transformer encoder
Online Access:	http://www.sciencedirect.com/science/article/pii/S1110016825002352

Similar Items

Graph Convolutional Networks for multi-modal robotic martial arts leg pose recognition
by: Shun Yao, et al.
Published: (2025-01-01)

Enhanced Pose Estimation for Badminton Players via Improved YOLOv8-Pose with Efficient Local Attention
by: Yijian Wu, et al.
Published: (2025-07-01)

FilterformerPose: Satellite Pose Estimation Using Filterformer
by: Ruida Ye, et al.
Published: (2023-10-01)

Human Pose Estimation Method Based on Cross Attention Transformer
by: Kuan WANG, Shibin XUAN, Xuedong HE, Ziwei LI, Jiaxiang LI
Published: (2023-07-01)

Human Pose Estimation Based on a Spatial Temporal Graph Convolutional Network
by: Meng Wu, et al.
Published: (2023-03-01)

GTA-Net: An IoT-integrated 3D human pose estimation system for real-time adolescent sports posture correction
by: Shizhe Yuan, et al.
Published: (2025-01-01)

Enhancing human pose estimation in sports training: Integrating spatiotemporal transformer for improved accuracy and real-time performance
by: Xinyao Xi, et al.
Published: (2024-12-01)

SAGCN: Self-Attention Graph Convolutional Network for Human Pose Embedding
by: Zhongxiong Xu, et al.
Published: (2025-01-01)

Efficient Real-Time Sports Action Pose Estimation via EfficientPose and Temporal Graph Convolution
by: Yuanzhe Ma, et al.
Published: (2025-01-01)

Joint graph convolution networks and transformer for human pose estimation in sports technique analysis
by: Hongren Cheng, et al.
Published: (2023-12-01)

Attention Span Prediction Using Head-Pose Estimation With Deep Neural Networks
by: Tripti Singh, et al.
Published: (2021-01-01)

SCGFormer: Semantic Chebyshev Graph Convolution Transformer for 3D Human Pose Estimation
by: Jiayao Liang, et al.
Published: (2024-02-01)

Category-Level Object Pose Estimation in Heavily Cluttered Scenes by Generalized Two-Stage Shape Reconstructor
by: Hiroki Tatemichi, et al.
Published: (2024-01-01)

Probabilistic Pose Estimation From Multiple Hypotheses
by: Omar Del-Tejo-Catala, et al.
Published: (2023-01-01)

Utilization of FPGA for Onboard Inference of Landmark Localization in CNN-Based Spacecraft Pose Estimation
by: Kiruki Cosmas, et al.
Published: (2020-11-01)

Motion Capture for Sporting Events Based on Graph Convolutional Neural Networks and Single Target Pose Estimation Algorithms
by: Chengpeng Duan, et al.
Published: (2023-06-01)

Optimized S2E Attention Block based Convolutional Network for Human Pose Estimation
by: Yapei Feng, et al.
Published: (2022-01-01)

CSI-Former: Pay More Attention to Pose Estimation with WiFi
by: Yue Zhou, et al.
Published: (2022-12-01)

Single-view multi-human pose estimation by attentive cross-dimension matching
by: Wei Tian, et al.
Published: (2023-07-01)

Camera Absolute Pose Estimation Using Hierarchical Attention in Multi-Scene
by: Xinhua Lu, et al.
Published: (2025-01-01)

Calibrated deep attention model for 3D pose estimation in the wild
by: Longkui Jiang, et al.
Published: (2023-01-01)

Tennis player actions dataset for human pose estimation
by: Chun-Yi Wang, et al.
Published: (2024-08-01)

Deep High-Resolution Network With Double Attention Residual Blocks for Human Pose Estimation
by: Zhanqiang Huo, et al.
Published: (2020-01-01)

3D Human Pose Estimation With Generative Adversarial Networks
by: Hailun Xia, et al.
Published: (2020-01-01)

AttentionPose: Attention-driven end-to-end model for precise 6D pose estimation
by: Rasheed Mayada Abdalsalam, et al.
Published: (2023-12-01)

Human Pose Estimation Based on Lightweight Multi-Scale Coordinate Attention
by: Xin Li, et al.
Published: (2023-03-01)

Activity Recognition with Combination of Deeply Learned Visual Attention and Pose Estimation
by: Jisu Kim, et al.
Published: (2021-05-01)

Enhancing accuracy in dynamic pose estimation for sports competitions using HRPose: A hybrid approach integrating SinglePose AI
by: Rui Han, et al.
Published: (2025-08-01)

Pre-weighted Modulated Dense Graph Convolutional Networks for 3D Human Pose Estimation
by: MA Jinlin, CUI Qilei, MA Ziping, YAN Qi, CAO Haojie, WU Jiangtao
Published: (2024-04-01)

Accuracy and Adaptability Improvement in Aerobic Training: Integration of Self-Attention Mechanisms in 3D Pose Estimation and Kinematic Modeling
by: Hang Qu, et al.
Published: (2024-01-01)

EdgePose: An Edge Attention Network for 6D Pose Estimation
by: Qi Feng, et al.
Published: (2024-08-01)

PoseRL-Net: human pose analysis for motion training guided by robot vision
by: Bin Liu, et al.
Published: (2025-03-01)

LiteDEKR: End‐to‐end lite 2D human pose estimation network
by: Xueqiang Lv, et al.
Published: (2023-10-01)

A Systematic Review of the Application of Camera-Based Human Pose Estimation in the Field of Sport and Physical Exercise
by: Aritz Badiola-Bengoa, et al.
Published: (2021-09-01)

Attention-Guided Huber Loss for Head Pose Estimation Based on Improved Capsule Network
by: Runhao Zhong, et al.
Published: (2023-07-01)

Recognizing sports activities from video frames using deformable convolution and adaptive multiscale features
by: Lei Xiao, et al.
Published: (2023-12-01)

DSPose: Dual-Space-Driven Keypoint Topology Modeling for Human Pose Estimation
by: Anran Zhao, et al.
Published: (2023-09-01)

Semantic–Structural Graph Convolutional Networks for Whole-Body Human Pose Estimation
by: Weiwei Li, et al.
Published: (2022-02-01)

Human Rehabilitation Action Recognition Based on Pose Estimation and GRU Network
by: YAN Hang, CHEN Gang, TONG Yao, JI Bo, HU Beichen
Published: (2021-01-01)

Coarse-to-Fine Hand–Object Pose Estimation with Interaction-Aware Graph Convolutional Network
by: Maomao Zhang, et al.
Published: (2021-12-01)