This page aims to merge information from my other pages into a single one and yet show more details of research projects / highlights:
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Liverpool page,
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Strathclyde page and ∎
Dec 18-19, 2024 Workshop Imaging and AI Algorithms
Professor Chen is an applied and computational mathematician. His interests are in developing and analysing new and novel algorithms for a range of scientific and engineering applications. He has collaborated with many UK industries on mathematical modelling problems. More than 10 of his previous 30 PhD students worked directly with industrial funding.
His current interests are in developing imaging analysis techniques for high resolution image processing problems (mainly inverse problems) using a range of mathematical tools such as variational models, PDEs, iterative solvers and deep learning methods. He has paid particular attention to medical imaging problems (such as segmentation and co-registration), engaging directly with practitioners and medical doctors. Currently he holds an honorary position at Clatterbridge Cancer Centre (NHS) as a clinical consultant.
Prior to joining Strathclyde, he was the director of two multidisciplinary research centres (CMIT and LCMH) in the University of Liverpool. Some of his publications can be found from Google scholar,
where one sees that papers published in Nature Scientific Report (2022), CVPR (2023) and SIAM IMS (2024) are from his current collaborations on Maths and AI.
Curretn research focuses on three major challeges: i segmentation and ii registration of low quality and texture images, and iii AI algorithms for few shots or self-learning segmentation.
Publications may be found on UoL page and also
software
He is keen to promote and welcome collaborations with his group and his Department where applied maths and stats are very strong.
International Workshop on Mathematical Imaging and AI Algorithms: Dec 18-19 2024
[Registration page (Deadline: 2 Dec 2024)]
Highlights of New 2024 papers:
- IVC (2024): Image and Vision Computing, Volume 150, October 2024, 105192
"Ricci curvature based volumetric segmentation" by
Na Lei, Jisui Huang, Ke Chen et al.
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CODE from here and PDF here
- SIIMS (2024): SIAM Journal on Imaging Sciences,
``Three-stage approach for 2D/3D diffeomorphic multi-modality image registration with textural control'', Ke Chen and Huan Han.
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CODE from here
SIAM Journal on Image Sciences by Ke Chen and Huan Han (2024)
- MMS (2024):
SIAM Multiscale Modeling and Simulation, ``Multiscale approach for variational problem joint diffeomorphic image registration and intensity correction: theory and application'', Peng Chen, Ke Chen, Huan Han, and Daoping Zhang, accepted to appear.
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CODE from here
- Physics in Medicine & Biology (2024)
Self-supervised dual-domain balanced dropblock-network for low-dose CT denoising, by Ran An, Ke Chen and Hongwei Li (2024).
from
https://iopscience.iop.org/article/10.1088/1361-6560/ad29ba
[PDF here
]
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Applied Mathematical Modelling:
A bi-variant variational model for diffeomorphic image registration with relaxed Jacobian determinant constraints, by
Li, Y., Chen, K., Chen, C. & Zhang, J., 30 Jun 2024, Vol 130, p. 66-93 (download from ArXiv)
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Computerized Medical Imaging and Graphics:
Time multiscale regularization for nonlinear image registration, by Lili Bao, Ke Chen, Dexing Kong, Shihui Ying, Tieyong Zeng,
Vol 112, March 2024, 102331. [Download local PDF]
- Optics Express :
DaISy: diffuser-aided sub-THz imaging system, by Shao-Hsuan Wu, Yiyao Zhang, Ke Chen, and Shang-Hua Yang,
Vol. 32, Issue 7, pp. 11092-11106 (2024), [Download local PDF]
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Topology-preserving image registration with novel multi-dimensional Beltrami regularization from https://www.sciencedirect.com/science/article/pii/S0307904X23004407
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A fractional-order image segmentation model with application to low-contrast and piecewise smooth images
from https://www.sciencedirect.com/science/article/pii/S0898122123004996
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Applied Mathematical Modelling: Topology-preserving image registration with novel multi-dimensional Beltrami regularization,
by Chongfei Huang, Ke Chen, Meixiang Huang, Dexing Kong, Jing Yuan, Volume 125, Part B, January 2024, Pages 539-556.
[Download Publisher or local
PDF]
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Computers & Mathematics with Applications,
A fractional-order image segmentation model with application to low-contrast and piecewise smooth images
by Junfeng Cao, Ke Chen, Huan Han, Volume 153, 1 January 2024, Pages 159-171,
[Download local PDF]