Research Publications - Medical Imaging
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We process and analyse medical images captured from the human body with devices such as X-ray, MRI, functional MRI and endoscopic cameras.
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Journal Papers
Multimodal Models for Skin Cancer Classification using Clinical Free Text and Dermatoscopic Images
Communications Medicine, 2026
Matthew Watson, Thomas Winterbottom, Thomas Hudson, Benedict Jones, Hubert P. H. Shum, Amir Atapour-Abarghouei, Toby P. Breckon, James Harmsworth King and Noura Al Moubayed
Topics: Healthcare Diagnosis, Responsible AI, Biomedical Engineering, Medical Imaging
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Communications Medicine, 2026
Matthew Watson, Thomas Winterbottom, Thomas Hudson, Benedict Jones, Hubert P. H. Shum, Amir Atapour-Abarghouei, Toby P. Breckon, James Harmsworth King and Noura Al Moubayed
Topics: Healthcare Diagnosis, Responsible AI, Biomedical Engineering, Medical Imaging
Webpage Cite This Plain Text
Matthew Watson, Thomas Winterbottom, Thomas Hudson, Benedict Jones, Hubert P. H. Shum, Amir Atapour-Abarghouei, Toby P. Breckon, James Harmsworth King and Noura Al Moubayed, "Multimodal Models for Skin Cancer Classification using Clinical Free Text and Dermatoscopic Images," Communications Medicine, vol. 6, no. 1, pp. 277, Nature, 2026.
Bibtex @article{watson26multimodal,
author={Watson, Matthew and Winterbottom, Thomas and Hudson, Thomas and Jones, Benedict and Shum, Hubert P. H. and Atapour-Abarghouei, Amir and Breckon, Toby P. and King, James Harmsworth and Moubayed, Noura Al},
journal={Communications Medicine},
title={Multimodal Models for Skin Cancer Classification using Clinical Free Text and Dermatoscopic Images},
year={2026},
volume={6},
number={1},
pages={277},
numpages={14},
doi={10.1038/s43856-026-01456-2},
issn={2730-664X},
publisher={Nature},
}
RIS author={Watson, Matthew and Winterbottom, Thomas and Hudson, Thomas and Jones, Benedict and Shum, Hubert P. H. and Atapour-Abarghouei, Amir and Breckon, Toby P. and King, James Harmsworth and Moubayed, Noura Al},
journal={Communications Medicine},
title={Multimodal Models for Skin Cancer Classification using Clinical Free Text and Dermatoscopic Images},
year={2026},
volume={6},
number={1},
pages={277},
numpages={14},
doi={10.1038/s43856-026-01456-2},
issn={2730-664X},
publisher={Nature},
}
TY - JOUR
AU - Watson, Matthew
AU - Winterbottom, Thomas
AU - Hudson, Thomas
AU - Jones, Benedict
AU - Shum, Hubert P. H.
AU - Atapour-Abarghouei, Amir
AU - Breckon, Toby P.
AU - King, James Harmsworth
AU - Moubayed, Noura Al
T2 - Communications Medicine
TI - Multimodal Models for Skin Cancer Classification using Clinical Free Text and Dermatoscopic Images
PY - 2026
VL - 6
IS - 1
SP - 277
EP - 277
DO - 10.1038/s43856-026-01456-2
SN - 2730-664X
PB - Nature
ER -
Paper Supplementary MaterialAU - Watson, Matthew
AU - Winterbottom, Thomas
AU - Hudson, Thomas
AU - Jones, Benedict
AU - Shum, Hubert P. H.
AU - Atapour-Abarghouei, Amir
AU - Breckon, Toby P.
AU - King, James Harmsworth
AU - Moubayed, Noura Al
T2 - Communications Medicine
TI - Multimodal Models for Skin Cancer Classification using Clinical Free Text and Dermatoscopic Images
PY - 2026
VL - 6
IS - 1
SP - 277
EP - 277
DO - 10.1038/s43856-026-01456-2
SN - 2730-664X
PB - Nature
ER -
INCLG: Inpainting for Non-Cleft Lip Generation with a Multi-Task Image Processing Network Impact Factor: 1.2† Citation: 10#
Software Impacts (SIMPAC), 2023
Shuang Chen, Amir Atapour-Abarghouei, Edmond S. L. Ho and Hubert P. H. Shum
Topics: Biomedical Engineering, Face Modelling, Medical Imaging, Responsible AI, Generative AI
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Software Impacts (SIMPAC), 2023
Shuang Chen, Amir Atapour-Abarghouei, Edmond S. L. Ho and Hubert P. H. Shum
Topics: Biomedical Engineering, Face Modelling, Medical Imaging, Responsible AI, Generative AI
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Shuang Chen, Amir Atapour-Abarghouei, Edmond S. L. Ho and Hubert P. H. Shum, "INCLG: Inpainting for Non-Cleft Lip Generation with a Multi-Task Image Processing Network," Software Impacts, vol. 17, pp. 100517, Elsevier, 2023.
Bibtex @article{chen23inclg,
author={Chen, Shuang and Atapour-Abarghouei, Amir and Ho, Edmond S. L. and Shum, Hubert P. H.},
journal={Software Impacts},
title={INCLG: Inpainting for Non-Cleft Lip Generation with a Multi-Task Image Processing Network},
year={2023},
volume={17},
pages={100517},
numpages={4},
doi={10.1016/j.simpa.2023.100517},
publisher={Elsevier},
}
RIS author={Chen, Shuang and Atapour-Abarghouei, Amir and Ho, Edmond S. L. and Shum, Hubert P. H.},
journal={Software Impacts},
title={INCLG: Inpainting for Non-Cleft Lip Generation with a Multi-Task Image Processing Network},
year={2023},
volume={17},
pages={100517},
numpages={4},
doi={10.1016/j.simpa.2023.100517},
publisher={Elsevier},
}
TY - JOUR
AU - Chen, Shuang
AU - Atapour-Abarghouei, Amir
AU - Ho, Edmond S. L.
AU - Shum, Hubert P. H.
T2 - Software Impacts
TI - INCLG: Inpainting for Non-Cleft Lip Generation with a Multi-Task Image Processing Network
PY - 2023
VL - 17
SP - 100517
EP - 100517
DO - 10.1016/j.simpa.2023.100517
PB - Elsevier
ER -
Paper CodeOcean GitHubAU - Chen, Shuang
AU - Atapour-Abarghouei, Amir
AU - Ho, Edmond S. L.
AU - Shum, Hubert P. H.
T2 - Software Impacts
TI - INCLG: Inpainting for Non-Cleft Lip Generation with a Multi-Task Image Processing Network
PY - 2023
VL - 17
SP - 100517
EP - 100517
DO - 10.1016/j.simpa.2023.100517
PB - Elsevier
ER -
Conference Papers
Depth-Aware Endoscopic Video Inpainting H5-Index: 98# Core A Conference‡
Proceedings of the 2024 International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024
Francis Xiatian Zhang, Shuang Chen, Xianghua Xie and Hubert P. H. Shum
Topics: Biomedical Engineering, Video Analysis, Medical Imaging
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Proceedings of the 2024 International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024
Francis Xiatian Zhang, Shuang Chen, Xianghua Xie and Hubert P. H. Shum
Topics: Biomedical Engineering, Video Analysis, Medical Imaging
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Francis Xiatian Zhang, Shuang Chen, Xianghua Xie and Hubert P. H. Shum, "Depth-Aware Endoscopic Video Inpainting," in MICCAI '24: Proceedings of the 2024 International Conference on Medical Image Computing and Computer Assisted Intervention, pp. 143-153, Marrakesh, Morocco, Springer, 2024.
Bibtex @inproceedings{zhang24endoscopic,
author={Zhang, Francis Xiatian and Chen, Shuang and Xie, Xianghua and Shum, Hubert P. H.},
booktitle={Proceedings of the 2024 International Conference on Medical Image Computing and Computer Assisted Intervention},
series={MICCAI '24},
title={Depth-Aware Endoscopic Video Inpainting},
year={2024},
pages={143--153},
doi={10.1007/978-3-031-72089-5_14},
isbn={978-3-031-72089-5},
publisher={Springer},
location={Marrakesh, Morocco},
}
RIS author={Zhang, Francis Xiatian and Chen, Shuang and Xie, Xianghua and Shum, Hubert P. H.},
booktitle={Proceedings of the 2024 International Conference on Medical Image Computing and Computer Assisted Intervention},
series={MICCAI '24},
title={Depth-Aware Endoscopic Video Inpainting},
year={2024},
pages={143--153},
doi={10.1007/978-3-031-72089-5_14},
isbn={978-3-031-72089-5},
publisher={Springer},
location={Marrakesh, Morocco},
}
TY - CONF
AU - Zhang, Francis Xiatian
AU - Chen, Shuang
AU - Xie, Xianghua
AU - Shum, Hubert P. H.
T2 - Proceedings of the 2024 International Conference on Medical Image Computing and Computer Assisted Intervention
TI - Depth-Aware Endoscopic Video Inpainting
PY - 2024
SP - 143
EP - 153
DO - 10.1007/978-3-031-72089-5_14
SN - 978-3-031-72089-5
PB - Springer
ER -
Paper Supplementary Material GitHub YouTubeAU - Zhang, Francis Xiatian
AU - Chen, Shuang
AU - Xie, Xianghua
AU - Shum, Hubert P. H.
T2 - Proceedings of the 2024 International Conference on Medical Image Computing and Computer Assisted Intervention
TI - Depth-Aware Endoscopic Video Inpainting
PY - 2024
SP - 143
EP - 153
DO - 10.1007/978-3-031-72089-5_14
SN - 978-3-031-72089-5
PB - Springer
ER -
Repeat and Concatenate: 2D to 3D Image Translation with 3D to 3D Generative Modeling Best Paper Award H5-Index: 117#
Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2024
Abril Corona-Figueroa, Hubert P. H. Shum and Chris G. Willcocks
Topics: 3D Reconstruction, Biomedical Engineering, Medical Imaging, Generative AI
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Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2024
Abril Corona-Figueroa, Hubert P. H. Shum and Chris G. Willcocks
Topics: 3D Reconstruction, Biomedical Engineering, Medical Imaging, Generative AI
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Abril Corona-Figueroa, Hubert P. H. Shum and Chris G. Willcocks, "Repeat and Concatenate: 2D to 3D Image Translation with 3D to 3D Generative Modeling," in CVPRW '24: Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, pp. 2315-2324, Seattle, USA, IEEE/CVF, 2024.
Bibtex @inproceedings{coronafigueroaa24repeat,
author={Corona-Figueroa, Abril and Shum, Hubert P. H. and Willcocks, Chris G.},
booktitle={Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops},
series={CVPRW '24},
title={Repeat and Concatenate: 2D to 3D Image Translation with 3D to 3D Generative Modeling},
year={2024},
pages={2315--2324},
numpages={10},
doi={10.1109/CVPRW63382.2024.00237},
publisher={IEEE/CVF},
location={Seattle, USA},
}
RIS author={Corona-Figueroa, Abril and Shum, Hubert P. H. and Willcocks, Chris G.},
booktitle={Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops},
series={CVPRW '24},
title={Repeat and Concatenate: 2D to 3D Image Translation with 3D to 3D Generative Modeling},
year={2024},
pages={2315--2324},
numpages={10},
doi={10.1109/CVPRW63382.2024.00237},
publisher={IEEE/CVF},
location={Seattle, USA},
}
TY - CONF
AU - Corona-Figueroa, Abril
AU - Shum, Hubert P. H.
AU - Willcocks, Chris G.
T2 - Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops
TI - Repeat and Concatenate: 2D to 3D Image Translation with 3D to 3D Generative Modeling
PY - 2024
SP - 2315
EP - 2324
DO - 10.1109/CVPRW63382.2024.00237
PB - IEEE/CVF
ER -
PaperAU - Corona-Figueroa, Abril
AU - Shum, Hubert P. H.
AU - Willcocks, Chris G.
T2 - Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops
TI - Repeat and Concatenate: 2D to 3D Image Translation with 3D to 3D Generative Modeling
PY - 2024
SP - 2315
EP - 2324
DO - 10.1109/CVPRW63382.2024.00237
PB - IEEE/CVF
ER -
Correlation-Distance Graph Learning for Treatment Response Prediction from rs-fMRI
Proceedings of the 2023 International Conference on Neural Information Processing (ICONIP), 2023
Francis Xiatian Zhang, Sisi Zheng, Hubert P. H. Shum, Haozheng Zhang, Nan Song, Mingkang Song and Hongxiao Jia
Topics: Biomedical Engineering, Healthcare Diagnosis, Medical Imaging
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Proceedings of the 2023 International Conference on Neural Information Processing (ICONIP), 2023
Francis Xiatian Zhang, Sisi Zheng, Hubert P. H. Shum, Haozheng Zhang, Nan Song, Mingkang Song and Hongxiao Jia
Topics: Biomedical Engineering, Healthcare Diagnosis, Medical Imaging
Webpage Cite This Plain Text
Francis Xiatian Zhang, Sisi Zheng, Hubert P. H. Shum, Haozheng Zhang, Nan Song, Mingkang Song and Hongxiao Jia, "Correlation-Distance Graph Learning for Treatment Response Prediction from rs-fMRI," in ICONIP '23: Proceedings of the 2023 International Conference on Neural Information Processing, pp. 298-312, Changsha, China, Springer, Nov 2023.
Bibtex @inproceedings{zhang23correlation,
author={Zhang, Francis Xiatian and Zheng, Sisi and Shum, Hubert P. H. and Zhang, Haozheng and Song, Nan and Song, Mingkang and Jia, Hongxiao},
booktitle={Proceedings of the 2023 International Conference on Neural Information Processing},
series={ICONIP '23},
title={Correlation-Distance Graph Learning for Treatment Response Prediction from rs-fMRI},
year={2023},
month={11},
pages={298--312},
numpages={15},
doi={10.1007/978-981-99-8138-0_24},
isbn={978-981-99-8137-3},
publisher={Springer},
location={Changsha, China},
}
RIS author={Zhang, Francis Xiatian and Zheng, Sisi and Shum, Hubert P. H. and Zhang, Haozheng and Song, Nan and Song, Mingkang and Jia, Hongxiao},
booktitle={Proceedings of the 2023 International Conference on Neural Information Processing},
series={ICONIP '23},
title={Correlation-Distance Graph Learning for Treatment Response Prediction from rs-fMRI},
year={2023},
month={11},
pages={298--312},
numpages={15},
doi={10.1007/978-981-99-8138-0_24},
isbn={978-981-99-8137-3},
publisher={Springer},
location={Changsha, China},
}
TY - CONF
AU - Zhang, Francis Xiatian
AU - Zheng, Sisi
AU - Shum, Hubert P. H.
AU - Zhang, Haozheng
AU - Song, Nan
AU - Song, Mingkang
AU - Jia, Hongxiao
T2 - Proceedings of the 2023 International Conference on Neural Information Processing
TI - Correlation-Distance Graph Learning for Treatment Response Prediction from rs-fMRI
PY - 2023
Y1 - 11 2023
SP - 298
EP - 312
DO - 10.1007/978-981-99-8138-0_24
SN - 978-981-99-8137-3
PB - Springer
ER -
Paper GitHubAU - Zhang, Francis Xiatian
AU - Zheng, Sisi
AU - Shum, Hubert P. H.
AU - Zhang, Haozheng
AU - Song, Nan
AU - Song, Mingkang
AU - Jia, Hongxiao
T2 - Proceedings of the 2023 International Conference on Neural Information Processing
TI - Correlation-Distance Graph Learning for Treatment Response Prediction from rs-fMRI
PY - 2023
Y1 - 11 2023
SP - 298
EP - 312
DO - 10.1007/978-981-99-8138-0_24
SN - 978-981-99-8137-3
PB - Springer
ER -
MedNeRF: Medical Neural Radiance Fields for Reconstructing 3D-Aware CT-projections from a Single X-ray Citation: 204#
Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2022
Abril Corona-Figueroa, Jonathan Frawley, Sam Bond-Taylor, Sarath Bethapudi, Hubert P. H. Shum and Chris G. Willcocks
Topics: Biomedical Engineering, 3D Reconstruction, Medical Imaging, Generative AI
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Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2022
Abril Corona-Figueroa, Jonathan Frawley, Sam Bond-Taylor, Sarath Bethapudi, Hubert P. H. Shum and Chris G. Willcocks
Topics: Biomedical Engineering, 3D Reconstruction, Medical Imaging, Generative AI
Webpage Cite This Plain Text
Abril Corona-Figueroa, Jonathan Frawley, Sam Bond-Taylor, Sarath Bethapudi, Hubert P. H. Shum and Chris G. Willcocks, "MedNeRF: Medical Neural Radiance Fields for Reconstructing 3D-Aware CT-projections from a Single X-ray," in EMBC '22: Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 3843-3848, Glasgow, UK, IEEE, Jul 2022.
Bibtex @inproceedings{coronafigueroaa22mednerf,
author={Corona-Figueroa, Abril and Frawley, Jonathan and Bond-Taylor, Sam and Bethapudi, Sarath and Shum, Hubert P. H. and Willcocks, Chris G.},
booktitle={Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society},
series={EMBC '22},
title={MedNeRF: Medical Neural Radiance Fields for Reconstructing 3D-Aware CT-projections from a Single X-ray},
year={2022},
month={7},
pages={3843--3848},
numpages={6},
doi={10.1109/EMBC48229.2022.9871757},
publisher={IEEE},
location={Glasgow, UK},
}
RIS author={Corona-Figueroa, Abril and Frawley, Jonathan and Bond-Taylor, Sam and Bethapudi, Sarath and Shum, Hubert P. H. and Willcocks, Chris G.},
booktitle={Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society},
series={EMBC '22},
title={MedNeRF: Medical Neural Radiance Fields for Reconstructing 3D-Aware CT-projections from a Single X-ray},
year={2022},
month={7},
pages={3843--3848},
numpages={6},
doi={10.1109/EMBC48229.2022.9871757},
publisher={IEEE},
location={Glasgow, UK},
}
TY - CONF
AU - Corona-Figueroa, Abril
AU - Frawley, Jonathan
AU - Bond-Taylor, Sam
AU - Bethapudi, Sarath
AU - Shum, Hubert P. H.
AU - Willcocks, Chris G.
T2 - Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society
TI - MedNeRF: Medical Neural Radiance Fields for Reconstructing 3D-Aware CT-projections from a Single X-ray
PY - 2022
Y1 - 7 2022
SP - 3843
EP - 3848
DO - 10.1109/EMBC48229.2022.9871757
PB - IEEE
ER -
Paper GitHubAU - Corona-Figueroa, Abril
AU - Frawley, Jonathan
AU - Bond-Taylor, Sam
AU - Bethapudi, Sarath
AU - Shum, Hubert P. H.
AU - Willcocks, Chris G.
T2 - Proceedings of the 2022 International Conference of the IEEE Engineering in Medicine and Biology Society
TI - MedNeRF: Medical Neural Radiance Fields for Reconstructing 3D-Aware CT-projections from a Single X-ray
PY - 2022
Y1 - 7 2022
SP - 3843
EP - 3848
DO - 10.1109/EMBC48229.2022.9871757
PB - IEEE
ER -
A Feasibility Study on Image Inpainting for Non-Cleft Lip Generation from Patients with Cleft Lip Oral Paper Citation: 11#
Proceedings of the 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI), 2022
Shuang Chen, Amir Atapour-Abarghouei, Jane Kerby, Edmond S. L. Ho, David C. G. Sainsbury, Sophie Butterworth and Hubert P. H. Shum
Topics: Biomedical Engineering, Face Modelling, Medical Imaging, Responsible AI, Generative AI
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Proceedings of the 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI), 2022
Shuang Chen, Amir Atapour-Abarghouei, Jane Kerby, Edmond S. L. Ho, David C. G. Sainsbury, Sophie Butterworth and Hubert P. H. Shum
Topics: Biomedical Engineering, Face Modelling, Medical Imaging, Responsible AI, Generative AI
Webpage Cite This Plain Text
Shuang Chen, Amir Atapour-Abarghouei, Jane Kerby, Edmond S. L. Ho, David C. G. Sainsbury, Sophie Butterworth and Hubert P. H. Shum, "A Feasibility Study on Image Inpainting for Non-Cleft Lip Generation from Patients with Cleft Lip," in BHI '22: Proceedings of the 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics, pp. 1-4, Ioannina, Greece, IEEE, Sep 2022.
Bibtex @inproceedings{chen22feasibility,
author={Chen, Shuang and Atapour-Abarghouei, Amir and Kerby, Jane and Ho, Edmond S. L. and Sainsbury, David C. G. and Butterworth, Sophie and Shum, Hubert P. H.},
booktitle={Proceedings of the 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics},
series={BHI '22},
title={A Feasibility Study on Image Inpainting for Non-Cleft Lip Generation from Patients with Cleft Lip},
year={2022},
month={9},
pages={1--4},
numpages={4},
doi={10.1109/BHI56158.2022.9926917},
publisher={IEEE},
location={Ioannina, Greece},
}
RIS author={Chen, Shuang and Atapour-Abarghouei, Amir and Kerby, Jane and Ho, Edmond S. L. and Sainsbury, David C. G. and Butterworth, Sophie and Shum, Hubert P. H.},
booktitle={Proceedings of the 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics},
series={BHI '22},
title={A Feasibility Study on Image Inpainting for Non-Cleft Lip Generation from Patients with Cleft Lip},
year={2022},
month={9},
pages={1--4},
numpages={4},
doi={10.1109/BHI56158.2022.9926917},
publisher={IEEE},
location={Ioannina, Greece},
}
TY - CONF
AU - Chen, Shuang
AU - Atapour-Abarghouei, Amir
AU - Kerby, Jane
AU - Ho, Edmond S. L.
AU - Sainsbury, David C. G.
AU - Butterworth, Sophie
AU - Shum, Hubert P. H.
T2 - Proceedings of the 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics
TI - A Feasibility Study on Image Inpainting for Non-Cleft Lip Generation from Patients with Cleft Lip
PY - 2022
Y1 - 9 2022
SP - 1
EP - 4
DO - 10.1109/BHI56158.2022.9926917
PB - IEEE
ER -
Paper GitHubAU - Chen, Shuang
AU - Atapour-Abarghouei, Amir
AU - Kerby, Jane
AU - Ho, Edmond S. L.
AU - Sainsbury, David C. G.
AU - Butterworth, Sophie
AU - Shum, Hubert P. H.
T2 - Proceedings of the 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics
TI - A Feasibility Study on Image Inpainting for Non-Cleft Lip Generation from Patients with Cleft Lip
PY - 2022
Y1 - 9 2022
SP - 1
EP - 4
DO - 10.1109/BHI56158.2022.9926917
PB - IEEE
ER -