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Education
Contact
Dzung L. Pham
Neuroradiology Division, Phipps B100
Radiology and Radiological Science
Johns Hopkins University
600 North Wolfe Street
Baltimore, MD 21287
USA
Neuroradiology Staff Homepage
Phone: 410-614-3249
FAX: 410-614-1577
Publications
Journal Articles and Book Chapters
- J.C. Carter, D.C. Lanham, D.L. Pham, G. Bibat, S. Naidu,
W.E. Kaufmann, "Selective Cerebral Volume Reduction in Rett
Syndrome: a Multiple Approach MRI Study," American Journal of
Neuroradiology, 29(3): 436-441, American Journal of
Neuroradiology, March 2008.
- P.-L. Bazin,
J.L. Cuzzocreo, M.A. Yassa, W. Gandler, M.J. McAuliffe,
S.S. Bassett, D.L. Pham, "Volumetric neuroimage analysis
extensions for the MIPAV software package," Journal of
Neuroscience Methods 165(1): 111-121, Sept 2007.
- P.-L. Bazin,
D.L. Pham, "Topology Correction of Segmented Medical
Images using a Fast Marching Algorithm," Computer Methods and
Programs in Biomedicine, 88(2): 182-290, 2007.
- P.-L. Bazin,
D.L. Pham, "Topology-Preserving Tissue Classification of
Magnetic Resonance Brain Images," IEEE Transactions on
Medical Imaging, 26(4): 487-496, 2007.
- D. Tosun, M.E. Rettmann, X. Han, X. Tao, C. Xu, S.M. Resnick,
D. Pham, and J.L. Prince, " Cortical Surface Segmentation and
Mapping," NeuroImage, 23: S108-S118, 2004.
- X. Han, D. Pham, D. Tosun, M.E. Rettmann, C. Xu, and
J.L. Prince, " CRUISE: Cortical Reconstructiong Using Implicit
Surface Evolution," NeuroImage, 23: 997-1012,
2004.
- S.M. Resnick, D.L. Pham, M.A. Kraut, A.B. Zonderman,
C. Davatzikos, "Longitudinal MRI Studies of Older Adults: A Shrinking
Brain," Journal of Neuroscience, 23(8):3295-3301, 2003. [.pdf
(0.5MB)]
- R. Leigh, J. Ostuni, D.L. Pham, B.K. Lewis, T. Howard,
H. McFarland, J.A. Frank, ``Comparison of Various MRI Pulse Sequences in
Estimating Cerebral Atrophy in MS and Normal Patients with
Intensity Based Segmentation,'' Multiple
Sclerosis, 8(5):420-429, 2002.
-
D.L. Pham, ``Spatial Models for Fuzzy Clustering,'' Computer
Vision and Image Understanding, 84(2): 285-297, 2001. [.pdf (0.5MB)]
- C. Xu, D. L. Pham, J. L. Prince, "Medical Image Segmentation Using
Deformable Models," SPIE Handbook on Medical Imaging -- Volume
II: Medical Image Processing and Analysis, M. Sonka and
J.M. Fitzpatrick (eds.), pp. 129-174, SPIE Press, Bellingham, WA,
2000. [.pdf
(5.6MB)]
- A.F. Goldszal, D.L. Pham, ``Volumetric Segmentation of Magnetic Resonance Images
of the Brain,'' Handbook of Medical Image Processing,
Academic Press, I. Bankman (ed.), pp. 185-194, Academic Press, San
Diego, CA, 2000.
- D.L. Pham, C. Xu, J.L. Prince, ``Current Methods in Medical Image
Segmentation,'' Annual Review of Biomedical
Engineering, Annual Reviews, vol. 2, pp. 315-337, Annual
Reviews, Palo Alto, CA, 2000. [Technical report version: .ps (2.3MB) .ps.gz
(0.4MB) .pdf (0.7MB)]
- D.L. Pham, J.L. Prince, ``Adaptive
Fuzzy Segmentation of Magnetic Resonance Images,''
IEEE Transactions on Medical Imaging, 18(9):737-752, 1999.
[.ps (3.8MB), .ps.gz (0.7MB),
.pdf (0.9MB)]
- C. Xu, D.L. Pham, M.E. Rettmann, D. Yu, J.L. Prince, ``Reconstruction of the Central Layer of
the Human Cerebral Cortex from MR Images,'' IEEE Transactions on
Medical Imaging, 18(6):467-480, 1999. [.pdf (0.9MB)]
- D.L. Pham, J.L. Prince, ``An Adaptive
Fuzzy C-Means Algorithm for Image Segmentation in the Presence of
Intensity Inhomogeneities,'' Pattern Recognition
Letters, 20(1):57-68, 1999. [.ps (2.7MB),
.ps.gz (0.5MB)]
- A.F. Goldszal,
C. Davatzikos, D.L. Pham, M.X.H. Yan,
R.N. Bryan,
and S.M. Resnick,
``An Image Processing System for Qualitative and
Quantitative Volumetric Analysis of Brain Images,''
Journal of Computer Assisted Tomography,
22(5):827-837, 1998. [.pdf (0.3MB)]
- D.L. Pham,
J.L. Prince,
A.P. Dagher,
and C. Xu,
``An Automated Technique for Statistical Characterization
of Brain Tissues in Magnetic Resonance Imaging,'' International
Journal of Pattern Recognition and Artificial Intelligence,
11(8): 1189-1211, 1997.
[.ps (6.8MB),
.ps.gz (1.6MB)]
- J.L. Prince,
Q. Tan, and D. Pham, ``Optimization of MR Pulse Sequences for
Bayesian Image Segmentation,'' Medical Physics,
22(10):1651-1656, Oct. 1995.
[.ps (1.8MB), .ps.gz (0.15MB)]
Conference Articles
- P.-L. Bazin and
D. L. Pham, "Statistical and Topological Atlas Based Brain Image
Segmentation", Proceedings of the 9th International Conference on
Medical Image Computing and Computer Assisted Intervention, in
Brisbane, AU, October 2007.
- P.-L. Bazin,
L.M. Ellingsen and D.L. Pham, "Digital Homeomorphisms in Deformable
Registration", presented at the 20th International Conference on
Information Processing in Medical Imaging, in Kerkrade, NL, July
2007, LNCS 4584, pp. 211-222, 2007.
- D.L. Pham and P.-L. Bazin ,
``Simultaneous registration and tissue classification using
clustering algorithms,'' Proceedings of the
The 3rd IEEE International Symposium on Biomedical Imaging: Macro
to Nano, pp. 650-653, in Arlington, VA, Apr. 6-9,
2006.
- P.-L. Bazin and
D.L. Pham, ``TOADS: Topology-preserving, anatomy-driven
segmentation,'' Proceedings of the 3rd IEEE International
Symposium on Biomedical Imaging: Macro to Nano, pp. 327-330, in
Arlington, VA, Apr. 6-9, 2006.
- P.-L. Bazin and
D.L. Pham, ``Topology Correction using Fast Marching Methods
and its Application to Brain Segmentation,'' presented at the
8th International Conference on Medical Image Computing and
Computer Assisted Intervention, LNCS 3750, pp. 484-491, in Palm
Springs, CA, October 26-29, 2005.
- P.-L. Bazin and
D.L. Pham, ``Topology Preserving Tissue Classification with
Fast Marching and Topology Templates,'' Proceedings of the 19th
International Conference on Information Processing in Medical
Imaging, LNCS 3565, pp. 234-245, in Glenwood Springs, CO, July
11-15, 2005.
- P.-L. Bazin,
W. Gandler, M. McAuliffe, D.L. Pham, ``A Software Tool for
Atlas-based Volumetric Neuroimage Analysis,'' presented at SPIE
Medical Imaging 2005: Image Processing vol. 5747, pp. 1824-1833,
in San Diego, CA, Feb. 12-17, 2005.
- Y. Bai, X. Han, D.L. Pham, J.L. Prince, ``Super-resolved
Multi-channel Fuzzy Segmentation of MR Brain Images,'' presented at
SPIE Medical Imaging 2005: Image Processing vol. 5747,
pp. 580-589, in San Diego, CA, Feb. 12-17, 2005.
- P.-L. Bazin and
D.L. Pham, ``Topology Smoothing for Segmentation and Surface
Reconstruction,'' Proceedings of the 7th International Conference
on Medical Image Computing and Computer Assisted Intervention,
LNCS 3216, pp. 111-118, in Saint-Malo, France, September 26-30,
2004.
- D.L. Pham, P.-L. Bazin,
``Simultaneous Boundary and Partial Volume Estimation in Medical
Images,'' Proceedings of the 7th International Conference on
Medical Image Computing and Computer Assisted Intervention, LNCS
3216, pp. 111-118, in Saint-Malo, France, September 26-30, 2004.
- D.L. Pham, ``Integrating Intensity and Boundary Information for
Tissue Classification'', Proceedings of the 2004 Conference on
Computer-Based Medical Systems, pp. 216-220, in Bethesda, MD, June
24-25, 2004. [.pdf (0.3MB)]
- D.L. Pham, J.L. Prince, ``Robust Unsupervised Tissue
Classification in MR Image'', Proceedings of the 2004 IEEE
International Symposium on Biomedical Imaging: Macro to
Nano,pp. 109-112, in Arlington, VA, April 15-18,
2004.
- D.L. Pham, ``Unsupervised Tissue Classification in Medical
Images using Edge-Adaptive Clustering,'' Proceedings of the 25th
International Conference of the IEEE Engineering in Medicine and
Biology Society, vol. 1, pp. 17-21, in Cancun, Mexico, Sept. 17-21, 2003.
[.pdf (0.6MB)]
- K.J. Behnke, M.E. Rettmann, D.L. Pham, D. Shen,
S.M. Resnick, J.L. Prince, ``Automatic Classification of Sulcal
Regions of the Human Brain Cortex Using Pattern Recognition,''
Proceedings of SPIE Medical Imaging 2003: Image Processing
vol. 5032, pp. 1499-1510, in San Diego, CA, Feb. 15-20, 2003.
- D.L. Pham, ``Fuzzy Clustering with Spatial Constraints,''
Proceedings of the 2002 IEEE International Conference on Image
Processing (ICIP2002), Vol. 2, pp. 65-68, in Rochester, NY,
Sept. 22-25, 2002.
- S. Yu, D.L. Pham, D. Shen, E.H. Herskovitz, S.M. Resnick,
C. Davatzikos, ``Automatic Segmentation of White Matter
Lesions in T1-weighted Brain MR Images,'' Proceedings of
the 2002 IEEE International Symposium on Biomedical Imaging
(ISBI2002), pp. 253-256, in Washington, DC, July 7-10, 2002.
-
D.L. Pham, X. Han, M.E. Rettmann,
C. Xu,, D. Tosun,
S.M. Resnick,,
J.L. Prince, ``New Approaches for Measuring
Changes in the Cortical Surface Using an Automatic Reconstruction Algorithm,'' to be
presented at SPIE Medical Imaging 2002, in San Diego, CA,
Feb. 23-28, 2002.
-
D.L. Pham, ``Robust Fuzzy Segmentation of Magnetic Resonance
Images,'' Proceedings of the Fourteenth IEEE Symposium
on Computer-Based Medical Systems (CBMS2001), pp. 127-131, in
Bethesda, MD, July 26-27, 2001. [.pdf (0.3MB)]
-
D.L. Pham, ``Edge--Adaptive Clustering for Unsupervised Image
Segmentation'', Proceedings of the 2000 International
Conference on Image Processing, in Vancouver, Canada,
September 10-13, 2000.
-
D.L. Pham, J.L. Prince, ``Unsupervised
Partial Volume Estimation
in Single-Channel Image Data'', Proceedings of the IEEE
Workshop on Mathematical Methods in Biomedical Image
Analysis, pp. 170-177, in Hilton Head, SC, June 11-12, 2000.
- D.N. Yu, C. Xu,
M.E. Rettmann, D.L. Pham,J.L. Prince,
``Quantitative Validation of a Deformable Cortical Surface Model,''
SPIE Medical Imaging: Image Processing, San Diego, CA,
Feb. 19-25, Proceedings of SPIE vol. 3979: 1593-1604, 2000.
- M.E. Rettmann, C.
Xu, D.L. Pham, J.L. Prince. Automated
Segmentation of Sulcal Regions, 2nd International Conference on
Medical Image Computing and Computer-Assisted Interventions
(MICCAI99), Springer-Verlag, September 1999.
- D.L. Pham, J.L. Prince, ``An Adaptive
Fuzzy Segmentation Algorithm for Three-dimensional Magnetic Resonance
Images,'' Presented at XVIth
Conference on Information Processing in Medical Imaging (IPMI99),
June 28 - July 2 1999. [.ps (2.0MB), .ps.gz (0.4MB)]
- D.L. Pham, J.L. Prince, ``A Generalized
EM Algorithm
for Robust Segmentation of Magnetic Resonance Images,'' Proceedings of the
33rd Annual Conference on Information Sciences and Systems
(CISS99), pp. 558-563, in Baltimore, MD, Mar. 17-19, 1999. [.ps
(1.4MB), .ps.gz
(0.2MB)]
- D.L. Pham,
J.L. Prince,
``Partial Volume Estimation and the Fuzzy C-means Algorithm,''
International Conference on Image Processing (ICIP98)
, Chicago, IL, Oct. 4-7, IEEE Signal Processing Society,
Proceedings vol. III: pp. 819-822, 1998. [.ps (1.4MB),
.ps.gz (0.3MB)
, poster.ps.gz (0.6MB)
]
- C. Xu, D.L. Pham, J.L. Prince, M.E. Etemad,
D. Yu, "Reconstruction of the Central Layer of
the Human Cerebral Cortex from MR images", to appear in the First
International Conference on Medical Image Computing and Computer
Assisted Interventions, Massachusetts Institute of Technology,
Boston MA, USA, October 11-13, Springer, Lecture Notes in Computer
Science vol. 1496: 399-404, 1998.
- D.L. Pham,
J.L. Prince,
``An Adaptive Fuzzy C-Means Algorithm for Image Segmentation in the
Presence of Intensity Inhomogeneities,'' SPIE Medical Imaging:
Image Processing, San Diego, CA, Feb. 21-27, Proceedings of SPIE
vol. 3338: 555-563, 1998. [.ps (1.4MB),
.ps.gz (0.3MB)
, slides.ps.gz (0.6MB)
]
- D.L. Pham,
J.L. Prince,
and A.P. Dagher, ``Estimation of Joint
Probability Density Functions in Magnetic Resonance Imaging,''
Proceedings of The Ninth Workshop on
Image and Multidimensional Signal Processing (IMDSP),
pp. 148-149, 1996.
[.ps (1.0MB),
.ps.gz (0.06MB)]
- C. Xu, D.L. Pham, and J.L. Prince, "Finding
the Brain Cortex Using Fuzzy Segmentation, Isosurfaces, and Deformable
Surface Models," Proceedings of the XVth
International Conference on Information Processing in Medical
Imaging, pp.399-404, 1997.
[.ps (1.3MB),
.ps.gz (0.37MB)]
Abstracts
- V. Rao, J. Spiro, C. Munro, D.L. Pham, A. Horska,
D.M. Yousem, P.B. Barker, "Neuroanatomical Correlates of Post-TBI
Depression," to be presented at the 19th Anuual meeting of the
American Neuropsychiatric Association (ANPA), in Savannah, GA,
Mar.1-4, 2008.
- J.C. Carter, D.C. Lanham, D.L. Pham, G. Bibat, S. Naidu,
W.E. Kaufmann, "Selective Cerebral Volume Reductions in Rett
Syndrome: a Multiple Approach MRI Study," presented at
Neuroscience 2007, in San Diego, CA, November 3-7,
2007.
- V.J. Rodrigues, A. Ozturk, P.-L.Bazin,
D.L. Pham, M. McAuliffe, D.D. Lin, "Semiautomated
Quantitative Software Tool for Atlas-based Volumetric Lobar Brain
Analysis Made Easy for Neuroradiologists," presented at the
45th Annual Meeting of the American Society of Neuroradiology
(ASNR), Chicago, IL, June 9-14, 2007.
- P.-L. Bazin, X. Han,
D. Tosun, J.L. Prince, D.L. Pham, "Cortical Reconstruction
using Topology Preserving Tissue Classification," presented at the
12th Annual Meeting of the Organization of Human Brain
Mapping, in Florence, Italy, June 11-15, 2006.
- P.-L. Bazin,
M. McAuliffe, D.L. Pham, "Free Software Tools for Structural
Neuroimage Analysis," presented at the 11th Annual Meeting of
the Organization of Human Brain Mapping, in Toronto, Canada,
June 12-16, 2005.
- S.M. Resnick, S.D. Moffat, D.L. Pham, ``Free Testosterone
Concentration is Associated with Regional Cerebral Patterns in
Elderly Men,'' presented at the Annual Meeting of the
American College of Neuropsychopharmacology (ACNP), in San
Juan, Puerto Rico, December 8-12, 2002.
- S.M. Resnick, D.L. Pham, C. Davatzikos, M.A. Kraut, ``Sex
Differences in Regional Cerebral Blood Flow: Clinical Implications
for Alzheimer's Disease,'' presented at the 8th International
Conference on Alzheimer's Disease and Related Disorders, in
Stockholm, Sweden, July 20-25, 2002.
- J. Varga, D.L. Pham, Y. Wang, K. Huang, and Z. Szabo,
``Comparison of MRI Brain Segmentation Methods for the Partial
Volume Correction of Coregistered PET,''
European Association of Nuclear Medicine Congress,
Vienna, Austria, August 31 - September 4, published in
European Journal of Nuclear Medicine 29(S1): S157, 2002.
- M.E. Rettmann, X. Han, D.L. Pham. J.L. Prince, ``Geodesics
for Sulcal Segmentation and Depth Measurements,'' Sixth
International Conference on Functional Mapping of the Human Brain
(HBM), in San Antonio, TX, June 12-16, published in
Neuroimage 11(5), Part 2, page S667, 2000.
- M.E. Etemad, C. Xu,
D.L. Pham, D. Yu, & J.L.
Prince, "On Automated Segmentation of Buried Gyri," 5th International
Conference on Functional Mapping of the Human Brain (HBM),
in Dusseldorf, Germany, June 22-26, published in Neuroimage
9(6), Part 2, page S143, 1999.
- C. Xu, D.L. Pham, J.L. Prince, M.E. Etemad, D. Yu, "A Spherical
Map for Cortical Geometry", 4th International conference on
Functional Mapping of the Human Brain, June 7-12, 1998, Montreal,
Quebec, Canada; NeuroImage 7(4):734, May 1998. [.ps (1.6MB),
.ps.gz (0.3MB)]
- C. Xu, D.L. Pham, J.L. Prince , "Reconstruction of the Human
Cortical Surface from MR Images", 4th International conference on
Functional Mapping of the Human Brain, June 7-12, 1998, Montreal,
Quebec, Canada; NeuroImage 7(4):715, May 1998. [.ps (2.7MB),
.ps.gz (0.5MB)]
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© Copyright 2005-2008 | All Rights Reserved | Johns Hopkins
University & Laboratory of Medical Image Computing
Dzung L. Pham
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