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Yongmei Michelle Wang,
Ph.D.
Associate Research Scientist of Diagnostic Radiology
Yale University
NOTE:
I joined the faculty at the University of Illinois, Urbana-Champaign, in
July 2004.
Current E-mail: ymw AT uiuc.edu
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Research Interests
- Biomedical Imaging & Biomedical Image/Signal Analysis:
- Analysis and modeling of functional MRI time series
- Learning methods with applications to biomedical images / signals
- Statistical shape analysis and modeling for image segmentation
- Geometry-based 3D brain surface mapping
- Physical model-based non-rigid image registration
- Convergence of structural (anatomical) and functional
medical data
- Computer Vision, Image Processing and Pattern Recognition:
- Content-based image classification / recognition
- Image segmentation and 3D image interpolation
- Machine learning in computer vision and pattern recognition
Background
- Associate Research Scientist, Department of Diagnostic
Radiology,
Yale University. (7/2002 - 6/2004)
- Assistant Professor, Department of Information
Engineering,
The Chinese University of Hong Kong, Hong Kong.
(1/2001 - 7/2002)
- Visiting Researcher, Media Computing Group,
Microsoft Research Asia. (8/2000 - 12/2000)
- Post-doctoral Fellow, Child Study Center,
Yale University. (6/1999 - 7/2000)
- Graduate Research Assistant, Department of Electrical
Engineering,
Yale University. (1995 - 1999)
Teaching Experience
- Assistant Professor, The Chinese
University of Hong Kong:
- "Image and Video Processing" (Spring 2001 & Fall 2001)
- "Signals and Systems" (Spring 2002)
- "General Education" (Spring 2002)
- Teaching Assistant, Yale University:
- "Digital Information Age" (1994 - 1996)
Selected Publications
Journal Articles:
- R. Bansal, L. H. Staib, R. Whitman,
Y. M. Wang , and B. S. Peterson,
" ROC based assessments of 3D cortical surface-matching
algorithms,"
NeuroImage, vol. 24, no. 1, pp. 150-162, 2005.
- Y. M. Wang and H. Zhang,
"Detecting image
orientation based on low-level visual content,"
Computer Vision and Image Understanding (CVIU),
vol. 93, no. 3, pp. 328-346, 2004. (pdf)
- Y. M. Wang , J. Zhang, Z. Zhang and B. Guo,
"Directional coherence interpolation for three-dimensional grey-level
images,"
International Journal of Image and Graphics (IJIG), vol. 4, no. 4,
pp. 535-561, 2004. (pdf)
- Y. Wang , B. S. Peterson and L. H. Staib,
"3D brain surface matching based on geodesics and local
geometry,"
Computer Vision and Image Understanding (CVIU),
vol. 89, no. 2-3, pp. 252-271, 2003. (pdf)
- Y. Wang and L. H. Staib,
"Physical model-based non-rigid registration incorporating
statistical shape information,"
Medical Image Analysis (MedIA), vol. 4, no. 1, pp. 7-20, 2000.
(pdf)
(gzipped pdf)
- Y. Wang and L. H. Staib,
"Boundary finding with prior shape and smoothness models,"
IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI),
vol. 22, no. 7, pp. 738-743, 2000.
(abstract)
(pdf)
Reviewed Conference Papers:
- Y. M. Wang , R. T. Schultz, R. T. Constable and
L. H. Staib,
"Nonlinear estimation and modeling of fMRI data using
spatio-temporal support vector regression,"
Information Processing in
Medical Imaging (IPMI'03),
pp. 647 - 659, Ambleside, UK, July 2003.
(abstract)
(pdf)
(color figures)
- Y. M. Wang , R. T. Schultz, R. T. Constable
and L. H. Staib,
"A unified framework for nonlinear analysis of
functional MRI data using support vector regression,"
Human
Brain Mapping (HBM'03),
New York, NY, USA, June 2003.
- J. Zhang, Y. Wang and B. Guo,
"Pyramidal search of maximum coherence direction for biomedical image
interpolation,"
IEEE International
Symposium on Biomedical Imaging (ISBI'02),
pp. 887-890, Washington D.C., USA, July 2002.
(pdf)
- Y. Wang and H. Zhang,
"Content-based image orientation detection with support vector
machines,"
IEEE Workshop on Content-Based Access of Image and Video
Libraries (CBAIVL'01),
pp. 17-23, Kauai, Hawaii, USA, December 2001.
(abstract)
(pdf)
- Y. Wang , Z. Zhang and B. Guo,
"3D image interpolation based on directional coherence,"
IEEE Workshop on Mathematical Methods in Biomedical Image
Analysis (MMBIA'01),
pp. 195-202, Kauai, Hawaii, USA, December 2001.
(abstract)
(pdf)
- Y. Wang , B. S. Peterson and L. H. Staib,
"Shape-based 3D surface correspondence using geodesics and local
geometry,"
IEEE Conference on Computer Vision and Pattern Recognition
(CVPR'00),
pp. 644-651 (Vol. II), Hilton Head Island, SC, USA, June 2000.
(abstract)
(pdf)
(color figures)
- Y. Wang and L. H. Staib,
"Integrated approaches to non-rigid registration
in medical images,"
IEEE Workshop on
Applications of Computer Vision (WACV'98),
pp. 102-108, Princeton, NJ, USA, October 1998.
- Y. Wang and L. H. Staib,
"Elastic model based non-rigid registration
incorporating statistical shape information,"
Medical Image
Computing and Computer-Assisted Intervention (MICCAI'98),
pp. 1162-1173, Cambridge, MA, USA, October 1998.
(pdf)
(postscript)
- Y. Wang and L. H. Staib,
"Boundary finding with correspondence using statistical
shape models,"
IEEE Conference on Computer Vision
and Pattern Recognition (CVPR'98),
pp. 338-345, Santa Barbara, CA, USA, June 1998.
(pdf)
(postscript)
Book Chapter:
- Y. M. Wang,
"Modeling and nonlinear analysis in fMRI via
statistical learning,"
in Advanced Image Processing in Magnetic Resonance Imaging,
Marcel Dekker International Publisher, editors: L. Landini, V. Positano,
and M.F. Santarelli,
in preparation & in press, 2005.
Thesis:
- Y. Wang,
Statistical Shape Analysis for
Image Segmentation and Physical Model-Based Non-Rigid Registration,
Doctoral dissertation in Electrical Engineering, Yale University,
May 1999. (abstract)
Contact Information:
Yongmei Michelle Wang
Department of Diagnostic Radiology
Yale University School of Medicine
333 Cedar Street, P.O. Box 208042
New Haven, CT 06520-8042
Tel: (203) 785-7294
Fax: (203) 737-4273
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