I am an Assistant Professor in the School of Computer
Engineering at Nanyang Technological University. My general research
interests are in the area of medical image and signal processing. Many clinical applications require precise, reliable and fully automated measurements of tissue dimensions, even when the data is degraded by noise and imaging artifacts. Hence the bulk of my work is devoted to developing and validating automated image segmentation algorithms, as well as pre- and post-processing techniques to get rid of artifacts or lessen their effect on the measurement quality. I am also interested in multivariate regression/pattern classfication methods for detection of correlations between image-based measurements and clinical/behavioral data.
My more specific interests are:
- Image segmentation with emphasis
on graph-theoretic approaches (graph cuts, isoperimetric ratio, random walker).
- Intensity non-uniformity correction of MR images
- Signal processing aspects of
functional MRI - removal of physiological noise, functional and
effective connectivity, activity detection, HRF modeling.
- Estimation of abdominal fat
distribution (subcutaneous vs. visceral tissue, fat infiltration of
liver and pancreas).
- Multivariate regression/pattern analysis and
classification approaches to
assessment of behavioral/clinical correlations with structural
measurements
- Non-negative and sparse component analyis
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teaching, research and personal activities.