Autonomous Monitoring for Patients and Older People using Smart Environments with Sensor Fusion Royal Society International Exchanges
Funding Source: The Royal Society, UK Reference Number: IES\R1\191147 Value: £11,940 2019 - 2021
About the Project
Researched artificial intelligence solutions for motion-based disease prediction via color video feeds, facilitating more accessible healthcare in developing countries.
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
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 -
< ref name="mccay22posebased">{{cite journal |last1=McCay |first1=Kevin D. |last2=Hu |first2=Pengpeng |last3=Shum |first3=Hubert P. H. |last4=Woo |first4=Wai Lok |last5=Marcroft |first5=Claire |last6=Embleton |first6=Nicholas D. |last7=Munteanu |first7=Adrian |last8=Ho |first8=Edmond S. L. |title=A Pose-Based Feature Fusion and Classification Framework for the Early Prediction of Cerebral Palsy in Infants |journal=IEEE Transactions on Neural Systems and Rehabilitation Engineering |date=2022 |volume=30 |pages=8--19 |doi=10.1109/TNSRE.2021.3138185 |issn=1534-4320 |publisher=IEEE |url=http://doi.org/10.1109/TNSRE.2021.3138185 }}< /ref>
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
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 -
< ref name="mccay20abnormal">{{cite journal |last1=McCay |first1=Kevin D. |last2=Ho |first2=Edmond S. L. |last3=Shum |first3=Hubert P. H. |last4=Fehringer |first4=Gerhard |last5=Marcroft |first5=Claire |last6=Embleton |first6=Nicholas |title=Abnormal Infant Movements Classification with Deep Learning on Pose-Based Features |journal=IEEE Access |date=2020 |volume=8 |issue=1 |pages=51582--51592 |doi=10.1109/ACCESS.2020.2980269 |issn=2169-3536 |publisher=IEEE |url=http://doi.org/10.1109/ACCESS.2020.2980269 }}< /ref>
Cerebral Palsy Prediction with Frequency Attention Informed Graph Convolutional Networks Oral PaperCitation: 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 DOI arXiv 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
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 -
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
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 -