Organisation:
University of Glasgow
Department:
School of Computing Science
Keywords:
Human Movement Analysis, Neurological Disoprders, Cerebral Palsy, General Movement Assessment, 3D Motion Capture, 2D Pose Estimation
Interests:
His research interests include Computer Graphics, Computer Vision, Biomedical Engineering, and Machine Learning.
Research Themes:
Projects in the Healthcare domain:
Analyzing Body Movements for Cerebral Palsy Prediction
Human Motion Analysis for Healthcare Applications
Key Publications:
- Haozheng Zhang, Edmond S. L. Ho, Xiatian Zhang and Hubert P. H. Shum, Pose-based Tremor Classification for Parkinson’s Disease Diagnosis from Video , Proceedings of the 2022 International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), pp. 489–499, Sept 2022.
- Manli Zhu, Qianhui Men, Edmond S. L. Ho, Howard Leung and Hubert P. H. Shum, A Two-stream Convolutional Network for Musculoskeletal and Neurological Disorders Prediction , Journal of Medical Systems, vol 46(11), 76, Oct 2022.
- Edmond S. L. Ho, Kevin D. McCay, Claire Marcroftc and Nicholas D. Embleton, PCPP: A MATLAB application for abnormal infant movement detection from video , Software Impacts, accepted, Aug 2022.
- Haozheng Zhang, Edmond S. L. Ho and Hubert P. H. Shum, CP-AGCN: Pytorch-based attention informed graph convolutional network for identifying infants at risk of cerebral palsy , Software Impacts, accepted, Aug 2022.
- Haozheng Zhang, Hubert P. H. Shum and Edmond S. L. Ho, Cerebral Palsy Prediction with Frequency Attention Informed Graph Convolutional Networks , Proceedings of the 44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), July 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, A Pose-based Feature Fusion and Classification Framework for the Early Prediction of Cerebral Palsy in Infants , IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol 30, pp. 8-19, Jan 2022.
- Kevin D. McCay, Edmond S. L. Ho, Dimitrios Sakkos, Wai Lok Woo, Claire Marcroft, Patricia Dulson and Nicholas D. Embleton, Towards Explainable Abnormal Infant Movements Identification: A Body-part Based Prediction and Visualisation Framework , Proceedings of the 2021 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI), pp. 1-4, July 2021.
- Manli Zhu, Qianhui Men, Edmond S. L. Ho, Howard Leung and Hubert P. H. Shum, Interpreting Deep Learning based Cerebral Palsy Prediction with Channel Attention , Proceedings of the 2021 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI), pp. 1-4, July 2021.
- Dimitrios Sakkos, Kevin D. McCay, Claire Marcroft, Nicholas D. Embleton, Samiran Chattopadhyay and Edmond S. L. Ho, Identification of Abnormal Movements in Infants: A Deep Neural Network for Body Part-based Prediction of Cerebral Palsy , IEEE Access, vol. 9, pp. 94281-94292, June 2021.
- Kevin McCay, Edmond S. L. Ho, Hubert P. H. Shum, Gerhard Fehringer, Claire Marcroft and Nicholas D. Embleton, Abnormal Infant Movements Classification with Deep Learning on Pose-based Features , IEEE Access, vol. 8, pp. 51582-51592, March 2020.
- Kevin D. McCay, Edmond S. L. Ho, Claire Marcroft and Nicholas D. Embleton, Establishing Pose Based Features Using Histograms for the Detection of Abnormal Infant Movements , 41th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 5469-5472, July 2019.
- Jake Hall, Jacky C. P. Chan, Hubert P. H. Shum, Wei Wei and Edmond S. L. Ho, An interactive motion analysis framework for diagnosing and rectifying potential injuries caused through resistance training , ACM SIGGRAPH conference on Motion, Interaction and Games (MIG 2019), Article No.: 39, Oct 2019.
- Worasak Rueangsirarak, Jingtian Zhang, Nauman Aslam, Edmond S. L. Ho, Hubert P. H. Shum, Automatic Musculoskeletal and Neurological Disorder Diagnosis with Relative Joint Displacement from Human Gait , IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol 26(12), pp. 2387-2396, Dec 2018.
- Edmond S. L. Ho, Jacky C. P. Chan, Donald C. K. Chan, Hubert P. H. Shum, Yiu-ming Cheung, Pong C. Yuen, Improving Posture Classification Accuracy for Depth Sensor-based Human Activity Monitoring in Smart Environments , Computer Vision and Image Understanding, vol 148, pp. 97-110, July 2016.
Software Expertise:
Software: Matlab
Programming: Python, Java, C++
Collaborators:
NHS Greater Glasgow and Clyde
NHS Newcastle upon Tyne