海角黑料

Contact

• workRoom B37 Computer Science
  Jubilee Campus
  Wollaton Road
  Nottingham
  NG8 1BB
  UK
• work01159514212
• Xin.Chen@nottingham.ac.uk

Research Summary

Dr Xin Chen's research interests are in the areas of image processing, computer vision and machine learning, particularly applied to medical image analysis.

One primary area of Dr Chen's research is motion analysis in radiology imaging. He developed techniques to construct statistical shape and motion models of bones in articulated joint from CT images. These generic population-based models were then deployed to estimate individual patient positioning in radiotherapy and to detect abnormalities in wrist based on 2-D radiographs using 3-D to 2-D image registration techniques. Besides working on motion estimation, he also established expertise in respiratory motion correction in MRI.

Another area of Dr Chen's research is to apply machine learning (recently deep learning) methods for medical image segmentation and disease biomarkers quantification. He developed an automatic nerve fibre segmentation and quantification tool which enabled early detection of peripheral neuropathy for diabetic patients using corneal confocal microscopic images. Moreover, a similar machine learning framework was developed for automatic segmentation of fat, glandular tissue, pectoral muscle and nipple in breast mammograms, which further led to the automatic estimation of 3-D volumetric breast density based on a single 2-D digital mammogram.

Dr Chen is always open to new research areas and keen to explore exciting applications using computer vision and machine learning (deep learning) methods.

Recent Publications

• CHEN X, USMAN M, BAUMGARTNER C, BALFOUR D, MARSDEN P, READER A, PRIETO C and KING AP, 2017. IEEE transactions on medical imaging. 36(4), 960 - 971
• XIN CHEN, JIM GRAHAM, MOHAMMAD DABBAH, IOANNIS PETROPOULOS, MITRA TAVAKOLI and RAYAZ MALIK, 2017. IEEE Transactions on Biomedical Engineering. 64(4), 786-794
• CHEN, XIN, MOSCHIDIS, EMMANOUIL, TAYLOR, CHRIS and ASTLEY, SUSAN, 2016. BREAST IMAGING, IWDM 2016. 9699, 469-477
• AL-FANDAWI, SHUMOOS, QAHWAJI, RAMI, AL-WAISY, ALAA S., IPSON, STANLEY, MALIK, RAYAZ A., BRAHMA, ARUN and CHEN, XIN, 2016. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE. 135, 151-166

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• CHEN X, USMAN M, BAUMGARTNER C, BALFOUR D, MARSDEN P, READER A, PRIETO C and KING AP, 2017. IEEE transactions on medical imaging. 36(4), 960 - 971
• XIN CHEN, JIM GRAHAM, MOHAMMAD DABBAH, IOANNIS PETROPOULOS, MITRA TAVAKOLI and RAYAZ MALIK, 2017. IEEE Transactions on Biomedical Engineering. 64(4), 786-794
• CHEN, XIN, MOSCHIDIS, EMMANOUIL, TAYLOR, CHRIS and ASTLEY, SUSAN, 2016. BREAST IMAGING, IWDM 2016. 9699, 469-477
• AL-FANDAWI, SHUMOOS, QAHWAJI, RAMI, AL-WAISY, ALAA S., IPSON, STANLEY, MALIK, RAYAZ A., BRAHMA, ARUN and CHEN, XIN, 2016. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE. 135, 151-166
• CHEN, XIN, GRAHAM, JIM, DABBAH, MOHAMMAD A., PETROPOULOS, IOANNIS N., PONIRAKIS, GEORGIOS, ASGHAR, OMAR, ALAM, UAZMAN, MARSHALL, ANDREW, FADAVI, HASSAN, FERDOUSI, MARYAM, AZMI, SHAZLI, TAVAKOLI, MITRA, EFRON, NATHAN, JEZIORSKA, MARIA and MALIK, RAYAZ A., 2015. DIABETES CARE. 38(6), 1138-1144
• OTSUKA, MAYU, HARKNESS, ELAINE F., CHEN, XIN, MOSCHIDIS, EMMANOUIL, BYDDER, MEGAN, GADDE, SOUJANYA, LIM, YIT Y., MAXWELL, ANTHONY J., EVANS, D. GARETH, HOWELL, ANTHONY, STAVRINOS, PAULA, WILSON, MARY and ASTLEY, SUSAN M., 2015. MEDICAL IMAGING 2015: COMPUTER-AIDED DIAGNOSIS. 9414,
• CHEN, XIN, GRAHAM, JIM, HUTCHINSON, CHARLES and MUIR, LINDSAY, 2014. IEEE TRANSACTIONS ON MEDICAL IMAGING. 33(2), 372-383
• CHEN, XIN, MOSCHIDIS, EMMANOUIL, TAYLOR, CHRIS and ASTLEY, SUSAN, 2014. Breast Cancer Risk Analysis Based on a Novel Segmentation Framework for Digital Mammograms Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, Pt I. 8673, 536-543
• OTSUKA, M., HARKNESS, E., CHEN, X., MOSCHIDIS, E., BYDDER, M., GADDE, S., LIM, Y., MAXWELL, A., EVANS, D. G., HOWELL, A., STAVRINOS, P., WILSON, M. and ASTLEY, S., 2014. BREAST CANCER RESEARCH. 16,
• CHEN, XIN, GRAHAM, JIM, HUTCHINSON, CHARLES and MUIR, LINDSAY, 2013. IEEE TRANSACTIONS ON MEDICAL IMAGING. 32(2), 317-328
• PETROPOULOS, IOANNIS N., MANZOOR, TAUSEEF, MORGAN, PHILIP, FADAVI, HASSAN, ASGHAR, OMAR, ALAM, UAZMAN, PONIRAKIS, GEORGIOS, DABBAH, MOHAMMAD A., CHEN, XIN, GRAHAM, JAMES, TAVAKOLI, MITRA and MALIK, RAYAZ A., 2013. CORNEA. 32(5), E83-E89
• CHEN, XIN, GRAHAM, JIM, HUTCHINSON, CHARLES and MUIR, LINDSAY, 2011. Inferring 3D kinematics of carpal bones from single view fluoroscopic sequences. Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. 14(Pt 2), 680-7
• CHEN, XIN, VARLEY, MARTIN R., SHARK, LIK-KWAN, SHENTALL, GLYN S. and KIRBY, MIKE C., 2008. PHYSICS IN MEDICINE AND BIOLOGY. 53(4), 967-983
• CHEN, XIN, VARLEY, MARTIN R., SHARK, LIK-KWAN, SHENTALL, GLYN S. and KIRBY, MIKE C., 2007. Automatic 3D-2D image registration using partial digitally reconstructed radiographs along projected anatomic contours MEDIVIZ 2007: 4TH INTERNATIONAL CONFERENCE MEDICAL INFORMATION VISUALISATION - BIOMEDICAL VISUALISATION, PROCEEDINGS. 3-+