Autonomous Monitoring for Patients and Older People using Smart Environments with Sensor Fusion
Royal Society International Exchanges
About the Project
- Researched artificial intelligence solutions for motion-based disease prediction via color video feeds, facilitating more accessible healthcare in developing countries.
- Supported a collaborative research project with Prof. Samiran Chattopadhyay from Jadavpur University, India.
People
- Prof. Hubert P. H. Shum - Co-Applicant
- Dr Edmond S. L. Ho - Principal Investigator
- Prof. Samiran Chattopadhyay - Co-Investigator
Publications
A Pose-Based Feature Fusion and Classification Framework for the Early Prediction of Cerebral Palsy in Infants Impact Factor: 4.8† Citation: 38#
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
Topics: Biomedical Engineering, Motion Analysis, Video Analysis, Healthcare Diagnosis
Webpage Cite This Plain Text
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
Topics: Biomedical Engineering, Motion Analysis, Video Analysis, Healthcare Diagnosis
Webpage Cite This Plain Text
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, IEEE, 2022.
Bibtex @article{mccay22posebased,
author={McCay, Kevin D. and Hu, Pengpeng and Shum, Hubert P. H. and Woo, Wai Lok and Marcroft, Claire and Embleton, Nicholas D. and Munteanu, Adrian and Ho, Edmond S. L.},
journal={IEEE Transactions on Neural Systems and Rehabilitation Engineering},
title={A Pose-Based Feature Fusion and Classification Framework for the Early Prediction of Cerebral Palsy in Infants},
year={2022},
volume={30},
pages={8--19},
numpages={12},
doi={10.1109/TNSRE.2021.3138185},
issn={1534-4320 },
publisher={IEEE},
}
RIS author={McCay, Kevin D. and Hu, Pengpeng and Shum, Hubert P. H. and Woo, Wai Lok and Marcroft, Claire and Embleton, Nicholas D. and Munteanu, Adrian and Ho, Edmond S. L.},
journal={IEEE Transactions on Neural Systems and Rehabilitation Engineering},
title={A Pose-Based Feature Fusion and Classification Framework for the Early Prediction of Cerebral Palsy in Infants},
year={2022},
volume={30},
pages={8--19},
numpages={12},
doi={10.1109/TNSRE.2021.3138185},
issn={1534-4320 },
publisher={IEEE},
}
TY - JOUR
AU - McCay, Kevin D.
AU - Hu, Pengpeng
AU - Shum, Hubert P. H.
AU - Woo, Wai Lok
AU - Marcroft, Claire
AU - Embleton, Nicholas D.
AU - Munteanu, Adrian
AU - Ho, Edmond S. L.
T2 - IEEE Transactions on Neural Systems and Rehabilitation Engineering
TI - A Pose-Based Feature Fusion and Classification Framework for the Early Prediction of Cerebral Palsy in Infants
PY - 2022
VL - 30
SP - 8
EP - 19
DO - 10.1109/TNSRE.2021.3138185
SN - 1534-4320
PB - IEEE
ER -
Paper GitHubAU - McCay, Kevin D.
AU - Hu, Pengpeng
AU - Shum, Hubert P. H.
AU - Woo, Wai Lok
AU - Marcroft, Claire
AU - Embleton, Nicholas D.
AU - Munteanu, Adrian
AU - Ho, Edmond S. L.
T2 - IEEE Transactions on Neural Systems and Rehabilitation Engineering
TI - A Pose-Based Feature Fusion and Classification Framework for the Early Prediction of Cerebral Palsy in Infants
PY - 2022
VL - 30
SP - 8
EP - 19
DO - 10.1109/TNSRE.2021.3138185
SN - 1534-4320
PB - IEEE
ER -
Abnormal Infant Movements Classification with Deep Learning on Pose-Based Features REF 2021 Submitted Output Impact Factor: 3.4† Citation: 80#
IEEE Access, 2020
Kevin D. McCay, Edmond S. L. Ho, Hubert P. H. Shum, Gerhard Fehringer, Claire Marcroft and Nicholas Embleton
Topics: Biomedical Engineering, Motion Analysis, Video Analysis, Datasets, Healthcare Diagnosis, Responsible AI
Webpage Cite This Plain Text
IEEE Access, 2020
Kevin D. McCay, Edmond S. L. Ho, Hubert P. H. Shum, Gerhard Fehringer, Claire Marcroft and Nicholas Embleton
Topics: Biomedical Engineering, Motion Analysis, Video Analysis, Datasets, Healthcare Diagnosis, Responsible AI
Webpage Cite This Plain Text
Kevin D. McCay, Edmond S. L. Ho, Hubert P. H. Shum, Gerhard Fehringer, Claire Marcroft and Nicholas Embleton, "Abnormal Infant Movements Classification with Deep Learning on Pose-Based Features," IEEE Access, vol. 8, no. 1, pp. 51582-51592, IEEE, 2020.
Bibtex @article{mccay20abnormal,
author={McCay, Kevin D. and Ho, Edmond S. L. and Shum, Hubert P. H. and Fehringer, Gerhard and Marcroft, Claire and Embleton, Nicholas},
journal={IEEE Access},
title={Abnormal Infant Movements Classification with Deep Learning on Pose-Based Features},
year={2020},
volume={8},
number={1},
pages={51582--51592},
numpages={11},
doi={10.1109/ACCESS.2020.2980269},
issn={2169-3536},
publisher={IEEE},
}
RIS author={McCay, Kevin D. and Ho, Edmond S. L. and Shum, Hubert P. H. and Fehringer, Gerhard and Marcroft, Claire and Embleton, Nicholas},
journal={IEEE Access},
title={Abnormal Infant Movements Classification with Deep Learning on Pose-Based Features},
year={2020},
volume={8},
number={1},
pages={51582--51592},
numpages={11},
doi={10.1109/ACCESS.2020.2980269},
issn={2169-3536},
publisher={IEEE},
}
TY - JOUR
AU - McCay, Kevin D.
AU - Ho, Edmond S. L.
AU - Shum, Hubert P. H.
AU - Fehringer, Gerhard
AU - Marcroft, Claire
AU - Embleton, Nicholas
T2 - IEEE Access
TI - Abnormal Infant Movements Classification with Deep Learning on Pose-Based Features
PY - 2020
VL - 8
IS - 1
SP - 51582
EP - 51592
DO - 10.1109/ACCESS.2020.2980269
SN - 2169-3536
PB - IEEE
ER -
Paper GitHubAU - McCay, Kevin D.
AU - Ho, Edmond S. L.
AU - Shum, Hubert P. H.
AU - Fehringer, Gerhard
AU - Marcroft, Claire
AU - Embleton, Nicholas
T2 - IEEE Access
TI - Abnormal Infant Movements Classification with Deep Learning on Pose-Based Features
PY - 2020
VL - 8
IS - 1
SP - 51582
EP - 51592
DO - 10.1109/ACCESS.2020.2980269
SN - 2169-3536
PB - IEEE
ER -
Cerebral Palsy Prediction with Frequency Attention Informed Graph Convolutional Networks Oral Paper Citation: 15#
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
Topics: Biomedical Engineering, Motion Analysis, Healthcare Diagnosis
Webpage Cite This Plain Text
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
Topics: Biomedical Engineering, Motion Analysis, Healthcare Diagnosis
Webpage Cite This Plain Text
Haozheng Zhang, Hubert P. H. Shum and Edmond S. L. Ho, "Cerebral Palsy Prediction with Frequency Attention Informed Graph Convolutional Networks," in EMBC '22: Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 1619-1625, Glasgow, UK, IEEE, Jul 2022.
Bibtex @inproceedings{zhang22cerebral,
author={Zhang, Haozheng and Shum, Hubert P. H. and Ho, Edmond S. L.},
booktitle={Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society},
series={EMBC '22},
title={Cerebral Palsy Prediction with Frequency Attention Informed Graph Convolutional Networks},
year={2022},
month={7},
pages={1619--1625},
numpages={7},
doi={10.1109/EMBC48229.2022.9871230},
publisher={IEEE},
location={Glasgow, UK},
}
RIS author={Zhang, Haozheng and Shum, Hubert P. H. and Ho, Edmond S. L.},
booktitle={Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society},
series={EMBC '22},
title={Cerebral Palsy Prediction with Frequency Attention Informed Graph Convolutional Networks},
year={2022},
month={7},
pages={1619--1625},
numpages={7},
doi={10.1109/EMBC48229.2022.9871230},
publisher={IEEE},
location={Glasgow, UK},
}
TY - CONF
AU - Zhang, Haozheng
AU - Shum, Hubert P. H.
AU - Ho, Edmond S. L.
T2 - Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society
TI - Cerebral Palsy Prediction with Frequency Attention Informed Graph Convolutional Networks
PY - 2022
Y1 - 7 2022
SP - 1619
EP - 1625
DO - 10.1109/EMBC48229.2022.9871230
PB - IEEE
ER -
Paper YouTubeAU - Zhang, Haozheng
AU - Shum, Hubert P. H.
AU - Ho, Edmond S. L.
T2 - Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society
TI - Cerebral Palsy Prediction with Frequency Attention Informed Graph Convolutional Networks
PY - 2022
Y1 - 7 2022
SP - 1619
EP - 1625
DO - 10.1109/EMBC48229.2022.9871230
PB - IEEE
ER -
Interpreting Deep Learning Based Cerebral Palsy Prediction with Channel Attention Citation: 19#
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
Topics: Biomedical Engineering, Motion Analysis, Healthcare Diagnosis, Responsible AI
Webpage Cite This Plain Text
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
Topics: Biomedical Engineering, Motion Analysis, Healthcare Diagnosis, Responsible AI
Webpage Cite This Plain Text
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," in BHI '21: Proceedings of the 2021 IEEE-EMBS International Conference on Biomedical and Health Informatics, pp. 1-4, IEEE, Jul 2021.
Bibtex @inproceedings{zhu21interpreting,
author={Zhu, Manli and Men, Qianhui and Ho, Edmond S. L. and Leung, Howard and Shum, Hubert P. H.},
booktitle={Proceedings of the 2021 IEEE-EMBS International Conference on Biomedical and Health Informatics},
series={BHI '21},
title={Interpreting Deep Learning Based Cerebral Palsy Prediction with Channel Attention},
year={2021},
month={7},
pages={1--4},
numpages={4},
doi={10.1109/BHI50953.2021.9508619},
issn={2641-3604},
publisher={IEEE},
}
RIS author={Zhu, Manli and Men, Qianhui and Ho, Edmond S. L. and Leung, Howard and Shum, Hubert P. H.},
booktitle={Proceedings of the 2021 IEEE-EMBS International Conference on Biomedical and Health Informatics},
series={BHI '21},
title={Interpreting Deep Learning Based Cerebral Palsy Prediction with Channel Attention},
year={2021},
month={7},
pages={1--4},
numpages={4},
doi={10.1109/BHI50953.2021.9508619},
issn={2641-3604},
publisher={IEEE},
}
TY - CONF
AU - Zhu, Manli
AU - Men, Qianhui
AU - Ho, Edmond S. L.
AU - Leung, Howard
AU - Shum, Hubert P. H.
T2 - Proceedings of the 2021 IEEE-EMBS International Conference on Biomedical and Health Informatics
TI - Interpreting Deep Learning Based Cerebral Palsy Prediction with Channel Attention
PY - 2021
Y1 - 7 2021
SP - 1
EP - 4
DO - 10.1109/BHI50953.2021.9508619
SN - 2641-3604
PB - IEEE
ER -
Paper YouTubeAU - Zhu, Manli
AU - Men, Qianhui
AU - Ho, Edmond S. L.
AU - Leung, Howard
AU - Shum, Hubert P. H.
T2 - Proceedings of the 2021 IEEE-EMBS International Conference on Biomedical and Health Informatics
TI - Interpreting Deep Learning Based Cerebral Palsy Prediction with Channel Attention
PY - 2021
Y1 - 7 2021
SP - 1
EP - 4
DO - 10.1109/BHI50953.2021.9508619
SN - 2641-3604
PB - IEEE
ER -