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Research Publications - Motion Analysis

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We analyse human motion for a wide range of applications including motion disorder diagnosis, surgery performance analysis, motion ergonomics, sports performance evaluation and healthcare training.

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Journal Papers

Adaptive Graph Learning from Spatial Information for Surgical Workflow Anticipation
Adaptive Graph Learning from Spatial Information for Surgical Workflow Anticipation      
IEEE Transactions on Medical Robotics and Bionics (TMRB), 2025
Francis Xiatian Zhang, Jingjing Deng, Robert Lieck and Hubert P. H. Shum
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Pose-Based Tremor Type and Level Analysis for Parkinson’s Disease from Video
Pose-Based Tremor Type and Level Analysis for Parkinson’s Disease from Video  Impact Factor: 2.3†    
International Journal of Computer Assisted Radiology and Surgery (IJCARS), 2024
Haozheng Zhang, Edmond S. L. Ho, Francis Xiatian Zhang, Silvia Del Din and Hubert P. H. Shum
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Advancing Healthcare Practice and Education via Data Sharing: Demonstrating the Utility of Open Data by Training an Artificial Intelligence Model to Assess Cardiopulmonary Resuscitation Skills
Advancing Healthcare Practice and Education via Data Sharing: Demonstrating the Utility of Open Data by Training an Artificial Intelligence Model to Assess Cardiopulmonary Resuscitation Skills  Impact Factor: 3.0† Top 25% Journal in Education & Educational Research†   
Advances in Health Sciences Education (AHSE), 2024
Merryn D. Constable, Francis Xiatian Zhang, Tony Conner, Daniel Monk, Jason Rajsic, Claire Ford, Laura Jillian Park, Alan Platt, Debra Porteous, Lawrence Grierson and Hubert P. H. Shum
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Enhancing Surgical Performance in Cardiothoracic Surgery with Innovations from Computer Vision and Artificial Intelligence: A Narrative Review
Enhancing Surgical Performance in Cardiothoracic Surgery with Innovations from Computer Vision and Artificial Intelligence: A Narrative Review  Impact Factor: 1.5†    
Journal of Cardiothoracic Surgery (JCS), 2024
Merryn D. Constable, Hubert P. H. Shum and Stephen Clark
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A Video-Based Augmented Reality System for Human-in-the-Loop Muscle Strength Assessment of Juvenile Dermatomyositis
A Video-Based Augmented Reality System for Human-in-the-Loop Muscle Strength Assessment of Juvenile Dermatomyositis  Impact Factor: 4.7† Top 25% Journal in Computer Science, Software Engineering†   Citation: 13#
IEEE Transactions on Visualization and Computer Graphics (TVCG) - Proceedings of the 2023 IEEE Conference on Virtual Reality and 3D User Interfaces (VR), 2023
Kanglei Zhou, Ruizhi Cai, Yue Ma, Qingqing Tan, Xinning Wang, Jianguo Li, Hubert P. H. Shum, Frederick W. B. Li, Song Jin and Xiaohui Liang
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Hierarchical Graph Convolutional Networks for Action Quality Assessment
Hierarchical Graph Convolutional Networks for Action Quality Assessment  Impact Factor: 8.3† Top 10% Journal in Engineering, Electrical & Electronic†   Citation: 26#
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023
Kanglei Zhou, Yue Ma, Hubert P. H. Shum and Xiaohui Liang
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A Pose-Based Feature Fusion and Classification Framework for the Early Prediction of Cerebral Palsy in Infants
A Pose-Based Feature Fusion and Classification Framework for the Early Prediction of Cerebral Palsy in Infants  Impact Factor: 4.8†    Citation: 36#
IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2022
Kevin D. McCay, Pengpeng Hu, Hubert P. H. Shum, Wai Lok Woo, Claire Marcroft, Nicholas D. Embleton, Adrian Munteanu and Edmond S. L. Ho
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A Two-Stream Convolutional Network for Musculoskeletal and Neurological Disorders Prediction
A Two-Stream Convolutional Network for Musculoskeletal and Neurological Disorders Prediction  Impact Factor: 3.5† Top 25% Journal in Health Care Sciences & Services†   
Journal of Medical Systems (JMS), 2022
Manli Zhu, Qianhui Men, Edmond S. L. Ho, Howard Leung and Hubert P. H. Shum
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CP-AGCN: Pytorch-Based Attention Informed Graph Convolutional Network for Identifying Infants at Risk of Cerebral Palsy
CP-AGCN: Pytorch-Based Attention Informed Graph Convolutional Network for Identifying Infants at Risk of Cerebral Palsy  Impact Factor: 1.3†    
Software Impacts (SIMPAC), 2022
Haozheng Zhang, Edmond S. L. Ho and Hubert P. H. Shum
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Interaction-Based Human Activity Comparison
Interaction-Based Human Activity Comparison  REF 2021 Submitted Output Impact Factor: 4.7† Top 25% Journal in Computer Science, Software Engineering†   Citation: 27#
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2020
Yijun Shen, Longzhi Yang, Edmond S. L. Ho and Hubert P. H. Shum
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Abnormal Infant Movements Classification with Deep Learning on Pose-Based Features
Abnormal Infant Movements Classification with Deep Learning on Pose-Based Features  REF 2021 Submitted Output Impact Factor: 3.4†    Citation: 76#
IEEE Access, 2020
Kevin D. McCay, Edmond S. L. Ho, Hubert P. H. Shum, Gerhard Fehringer, Claire Marcroft and Nicholas Embleton
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Automatic Musculoskeletal and Neurological Disorder Diagnosis with Relative Joint Displacement from Human Gait
Automatic Musculoskeletal and Neurological Disorder Diagnosis with Relative Joint Displacement from Human Gait  REF 2021 Submitted Output Impact Factor: 4.8†    Citation: 27#
IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2018
Worasak Rueangsirarak, Jingtian Zhang, Nauman Aslam and Hubert P. H. Shum
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Validation of an Ergonomic Assessment Method using Kinect Data in Real Workplace Conditions
Validation of an Ergonomic Assessment Method using Kinect Data in Real Workplace Conditions  Impact Factor: 3.1† Top 25% Journal in Ergonomics†   Citation: 291#
Applied Ergonomics (AE), 2017
Pierre Plantard, Hubert P. H. Shum, Anne-Sophie Le Pierres and Franck Multon
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Posture-Based and Action-Based Graphs for Boxing Skill Visualization
Posture-Based and Action-Based Graphs for Boxing Skill Visualization  Impact Factor: 2.5†    Citation: 19#
Computers and Graphics (C&G), 2017
Yijun Shen, He Wang, Edmond S. L. Ho, Longzhi Yang and Hubert P. H. Shum
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Inverse Dynamics Based on Occlusion-Resistant Kinect Data: Is It Usable for Ergonomics?
Inverse Dynamics Based on Occlusion-Resistant Kinect Data: Is It Usable for Ergonomics?  Impact Factor: 2.5†    Citation: 47#
International Journal of Industrial Ergonomics (IJIE), 2017
Pierre Plantard, Antoine Muller, Charles Pontonnier, Georges Dumont, Hubert P. H. Shum and Franck Multon
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Usability of Corrected Kinect Measurement for Ergonomic Evaluation in Constrained Environment
Usability of Corrected Kinect Measurement for Ergonomic Evaluation in Constrained Environment      Citation: 12#
International Journal Human Factors Modelling and Simulation (IJHFMS), 2017
Pierre Plantard, Hubert P. H. Shum and Franck Multon
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Conference Papers

MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment
MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment  Oral Paper (Top 2.3% of 8585 Submissions)   H5-Index: 206# Core A* Conference‡ 
Proceedings of the 2024 European Conference on Computer Vision (ECCV), 2024
Kanglei Zhou, Liyuan Wang, Xingxing Zhang, Hubert P. H. Shum, Frederick W. B. Li, Jianguo Li and Xiaohui Liang
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Pose-Based Tremor Classification for Parkinson’s Disease Diagnosis from Video
Pose-Based Tremor Classification for Parkinson’s Disease Diagnosis from Video    H5-Index: 96# Core A Conference‡ Citation: 18#
Proceedings of the 2022 International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2022
Haozheng Zhang, Edmond S. L. Ho, Francis Xiatian Zhang and Hubert P. H. Shum
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Cerebral Palsy Prediction with Frequency Attention Informed Graph Convolutional Networks
Cerebral Palsy Prediction with Frequency Attention Informed Graph Convolutional Networks  Oral Presentation     Citation: 11#
Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2022
Haozheng Zhang, Hubert P. H. Shum and Edmond S. L. Ho
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Towards Graph Representation Learning Based Surgical Workflow Anticipation
Towards Graph Representation Learning Based Surgical Workflow Anticipation  Oral Presentation     
Proceedings of the 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI), 2022
Francis Xiatian Zhang, Noura Al Moubayed and Hubert P. H. Shum
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Interpreting Deep Learning Based Cerebral Palsy Prediction with Channel Attention
Interpreting Deep Learning Based Cerebral Palsy Prediction with Channel Attention      Citation: 18#
Proceedings of the 2021 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI), 2021
Manli Zhu, Qianhui Men, Edmond S. L. Ho, Howard Leung and Hubert P. H. Shum
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A Dual-Stream Recurrent Neural Network for Student Feedback Prediction using Kinect
A Dual-Stream Recurrent Neural Network for Student Feedback Prediction using Kinect      
Proceedings of the 2018 International Conference on Software, Knowledge, Information Management and Applications (SKIMA), 2018
Shanfeng Hu, Hindol Bhattacharya, Matangini Chattopadhyay, Nauman Aslam and Hubert P. H. Shum
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Identifying Abnormal Gait in Older People during Multiple-Tasks Assessment with Audio-Visual Cues
Identifying Abnormal Gait in Older People during Multiple-Tasks Assessment with Audio-Visual Cues      
Proceedings of the 2018 International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON 2018), 2018
Worasak Rueangsirarak, Kitchana Kaewkaen and Hubert P. H. Shum
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Biofeedback Assessment for Older People with Balance Impairment using a Low-Cost Balance Board
Biofeedback Assessment for Older People with Balance Impairment using a Low-Cost Balance Board      
Proceedings of the 2017 Global Wireless Summit (GWS), 2017
Worasak Rueangsirarak, Chayuti Mekurai, Hubert P. H. Shum, Surapong Uttama, Roungsan Chaisricharoen and Kitchana Kaewkaen
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SkillVis: A Visualization Tool for Boxing Skill Assessment
SkillVis: A Visualization Tool for Boxing Skill Assessment      
Proceedings of the 2016 ACM International Conference on Motion in Games (MIG), 2016
Hubert P. H. Shum, He Wang, Edmond S. L. Ho and Taku Komura
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Ergonomics Measurements using Kinect with a Pose Correction Framework
Ergonomics Measurements using Kinect with a Pose Correction Framework      
Proceedings of the 2016 International Digital Human Modeling Symposium (DHM), 2016
Pierre Plantard, Hubert P. H. Shum and Franck Multon
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Automatic Evaluation of Boxing Techniques from Captured Shadow Boxing Data
Automatic Evaluation of Boxing Techniques from Captured Shadow Boxing Data      
Proceedings of the 2007 Congress of International Society of Biomechanics (ISB), 2007
Hubert P. H. Shum, Taku Komura and Akinori Nagano
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Posters

An Interactive Motion Analysis Framework for Diagnosing and Rectifying Potential Injuries Caused Through Resistance Training
An Interactive Motion Analysis Framework for Diagnosing and Rectifying Potential Injuries Caused Through Resistance Training      
Proceedings of the 2019 ACM SIGGRAPH Conference on Motion, Interaction and Games (MIG) Posters, 2019
Jake Hall, Jacky C. P. Chan, Hubert P. H. Shum and Edmond S. L. Ho
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Book Chapters

Motion Analysis of Work Conditions using Commercial Depth Cameras in Real Industrial Conditions
Motion Analysis of Work Conditions using Commercial Depth Cameras in Real Industrial Conditions      
Book Chapter: DHM and Posturography, 2019
Pierre Plantard, Hubert P. H. Shum and Franck Multon
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Eprints

A Comprehensive Survey of Action Quality Assessment: Method and Benchmark
A Comprehensive Survey of Action Quality Assessment: Method and Benchmark      
arXiv Preprint, 2024
Kanglei Zhou, Ruizhi Cai, Liyuan Wang, Hubert P. H. Shum and Xiaohui Liang
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† According to Journal Citation Reports 2023
‡ According to Core Ranking 2023
# According to Google Scholar 2024

 

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