Suyash P. Awate

Siemens Corporate Research (SCR), Princeton, NJ 08540. http://www.cs.utah.edu/~suyash

Education

2006

Ph.D. in Computer Science (GPA 3.97)

University of Utah

Dissertation: Adaptive Markov models with information-theoretic methods for unsupervised image restoration and segmentation
Advisor: Prof. Ross T. Whitaker

2001

B.E. in Computer Science (GPA 4.0, highest distinction)
University of Mumbai, India
Thesis: Image restoration using artificial neural networks
Advisor: Prof. H. B. Kekre

Experience

'09 May – present

Siemens Corporate Research (SCR), Princeton
Research Scientist in Imaging & Visualization Department

'06 Oct – '09 Apr

University of Pennsylvania, Department of Radiology
Postdoctoral Researcher at Penn Image Computing & Science Laboratory (PICSL)
with Prof. James C. Gee

Research Areas

image processing (denoising, segmentation, reconstruction, registration),
medical image analysis (brain, heart, lung; MRI, DTI, CT; pediatric, neonatal),
statistical inference, pattern recognition, information theory, differential geometry

Refereed Journal Papers

1.     Pluta J, Avants B, Glynn S, Awate SP, Gee JC, Detre J
Appearance and incomplete label matching for diffeomorphic template based hippocampus segmentation
Hippocampus 2009; 19(6):565-571, Wiley

2.     Awate SP, Zhang H, Gee JC
A fuzzy, nonparametric segmentation framework for DTI and MRI analysis:
with applications to DTI-tract extraction
IEEE Trans. Medical Imaging (TMI) 2007; 26(11):1525-1536

3.     Awate SP, Whitaker RT
Feature-preserving MRI denoising: a nonparametric empirical-Bayesian approach
IEEE Trans. Medical Imaging (TMI) 2007; 26(9):1242-1255

4.     Adluru G, Awate SP, Tasdizen T, Whitaker R, DiBella EVR
Temporally constrained reconstruction of dynamic cardiac perfusion MRI
Magnetic Resonance in Medicine (MRM) 2007; 57:1027-1036, Wiley

5.     Awate SP, Tasdizen T, Foster N, Whitaker RT
Adaptive Markov modeling for mutual-information-based, unsupervised MRI brain-tissue classification
(invited paper) Medical Image Analysis (MedIA) 2006; 10(5):726-739, Elsevier

6.     Awate SP, Whitaker RT
Unsupervised, information-theoretic, adaptive image filtering for image restoration
IEEE Trans. Pattern Analysis & Machine Intelligence (TPAMI) 2006; 28(3):364-376

Refereed Full-Length Conference Papers

1.     Awate SP, Yushkevich P, Licht DJ, Gee JC
Gender differences in cerebral cortical folding: multivariate complexity-shape analysis with insights into handling brain-volume differences
Medical Image Computing & Computer Assisted Intervention (MICCAI) 2009; 11(1):200-207, Springer LNCS 5762

2.     Zhang H, Awate SP, Das S, Woo J, Melhem E, Gee JC, Yushkevich P
A tract-specific framework for white matter morphometry combining macroscopic and microscopic tract features
Medical Image Computing & Computer Assisted Intervention (MICCAI) 2009; 11(1):141-149, Springer LNCS 5762
(young-investigator-award runner-up; in top 8% of 186 eligible papers; in top 3 in category)

3.     Zheng Y, Grossman M, Awate SP, Gee JC
Automatic correction of intensity nonuniformity from sparseness of gradient distribution in medical images
Medical Image Computing & Computer Assisted Intervention (MICCAI) 2009; 11(1):852-859, Springer LNCS 5762

4.     Awate SP, Yushkevich P, Song Z, Licht DJ, Gee JC
Multivariate high-dimensional cortical folding analysis, combining complexity and shape, in neonates with congenital heart disease
Information Processing in Medical Imaging (IPMI) 2009; 21:552-563, Springer LNCS 5636

5.     Tustison N, Awate SP, Song G, Cook T, Gee JC
A new information-theoretic measure to control the robustness-sensitivity trade-off for DMFFD point-set registration
Information Processing in Medical Imaging (IPMI) 2009; 21:215-226, Springer LNCS 5636

6.     Awate SP, Win L, Yushkevich P, Schultz RT, Gee JC
3D cerebral cortical morphometry in autism: increased folding in children and adolescents
in frontal, parietal, and temporal lobes
Medical Image Computing & Computer Assisted Intervention (MICCAI) 2008; 11(1):559-567, Springer LNCS 5241

7.     Awate SP, Zhang H, Gee JC
Multivariate segmentation of brain tissues by fusion of MRI and DTI data
IEEE Int. Symposium on Biomedical Imaging (ISBI) 2008; 5:213-216
(podium presentation, acceptance rate 17%)

8.     Tustison N, Awate SP, Cai J, Altes T, Miller G, Lange E, Mugler J, Gee JC
Point-set registration of tagged He-3 images using a structurally-based Jensen-Shannon divergence measure within a deterministic-annealing framework
IEEE Int. Symposium on Biomedical Imaging (ISBI) 2008; 5:772-775
(podium presentation, acceptance rate 17%)

9.     Cook PA, Zhang H, Awate SP, Gee JC
Atlas-guided probabilistic diffusion-tensor fiber tractography
IEEE Int. Symposium on Biomedical Imaging (ISBI) 2008; 5:951-954

10.  Song Z, Awate SP, Gee JC
Nonparametric Markov priors for tissue segmentation

IEEE Int. Symposium on Biomedical Imaging (ISBI) 2008; 5:73-76

11.  Song Z, Awate SP, Licht DJ, Gee JC
Clinical neonatal brain-MRI segmentation using adaptive nonparametric data models and intensity-based Markov priors
Medical Image Computing & Computer Assisted Intervention (MICCAI) 2007; 10(1):883-890, Springer LNCS
4791

12.  Awate SP, Zhang H, Gee JC
Fuzzy nonparametric DTI segmentation for robust cingulum-tract extraction
Medical Image Computing & Computer Assisted Intervention (MICCAI) 2007; 10(1):294-301, Springer LNCS
4791

13.  Awate SP, Gee JC
A fuzzy, nonparametric segmentation framework for DTI and MRI analysis
Information Processing in Medical Imaging (IPMI) 2007; 20:296-307, Springer LNCS
4584

14.  Awate SP, DiBella EVR, Tasdizen T, Whitaker RT
Model-based image reconstruction for dynamic cardiac perfusion MRI from sparse data
IEEE Conf. Engineering in Medicine & Biology Society 2006; (1):936-941
(podium presentation, acceptance rate 17%)

15.  Awate SP, Tasdizen T, Whitaker RT
Unsupervised texture segmentation with nonparametric neighborhood statistics
European Conference on Computer Vision (ECCV) 2006; 9:494-507, Springer LNCS
3952
(acceptance rate 21 %)

16.  Tasdizen T, Awate SP, Whitaker RT, Foster N
MRI tissue classification with neighborhood statistics: a nonparametric, entropy-minimizing approach
Medical Image Computing & Computer Assisted Intervention (MICCAI) 2005; 8(2):517-525, Springer LNCS
3750
(podium presentation, acceptance rate 7 %)

17.  Awate SP, Whitaker RT
Nonparametric neighborhood statistics for MRI denoising
Information Processing in Medical Imaging (IPMI) 2005; 19:677-688, Springer LNCS
3565
(acceptance rate 26 %)

18.  Awate SP, Whitaker RT
Higher-order image statistics for unsupervised, information-theoretic, adaptive image filtering
IEEE Computer Vision & Pattern Recognition (CVPR) 2005; 2:44-51
(podium presentation, acceptance rate 6 %)

Abstracts, Technical Reports

1.     Awate SP, Zhang H, Gee JC
Novel statistical models and methods for DTI fiber-bundle segmentation
Int. Society of Magnetic Resonance in Medicine (ISMRM) 2008
(podium presentation, acceptance rate 17%)

2.     Awate SP, Whitaker RT

An interactive, parallel, multiprocessor, level-set solver with dynamic load balancing
School of Computing, University of Utah, Technical Report UUCS-05-002
SIAM Conf. Parallel Processing for Scientific Computing (PPSC) 2004
(podium presentation)

Professional Service

·       Peer reviewing for journals

o   IEEE Transactions

§  Pattern Analysis & Machine Intelligence (TPAMI)

§  Medical Imaging (TMI)

§  Image Processing (TIP)

§  Signal Processing (TSP)

§  Visualization and Computer Graphics (TVCG)

o   Elsevier

§  Medical Image Analysis (MedIA)

§  Image & Vision Computing (JIVC)

§  Pattern Recognition (PR)

§  Parallel & Distributed Computing (JPDC)

o   Society for Industrial & Applied Mathematics (SIAM)

§  Multiscale Modeling & Simulation (MMS)

§  Imaging Sciences (SIIMS)

o   American Association of Physicists in Medicine

§  Medical Physics

·       Editorship for journals

o   Associate editor for Medical Physics (American Association of Physicists in Medicine)

·       Peer reviewing for conferences

o   Medical Image Computing & Computer Assisted Intervention (MICCAI) 2009, 2008, 2007

o   IEEE International Symposium on Biomedical Imaging (ISBI) 2009

o   Medical Imaging & Augmented Reality (MIAR) 2008

o   Society for Optical Engineering (SPIE) Medical Imaging 2007

Patents

International patent applied for Image Denoising with Information-Theoretic Adaptive Filtering (application # PCT/US2005/039491, publication # WO/2006/050364)

Honors

2009

Young-investigator-award runner-up for MICCAI conference paper (2nd author)

2001

Rank 8/2000 (top 0.4%) in B.E. University of Mumbai; Rank 1/120 in college

1997 – 2001

Dhirubhai Ambani Undergraduate Merit Scholarship

1997, 1998

IIT Entrance Exam rank in top 1% from 150,000+ examinees in India

1997

National Merit Scholarship Scheme Certificate from the Government of India
(top 0.1% in All India Senior Secondary School Examination)

Computing Skills

·       Contributed multi-threaded C++ code to widely-used open-source software ITK

·       Image-processing tools: ITK, VTK, Matlab, FFTW, Vispack

·       Programming: C/C++, Linux Shell, Perl, OpenGL, GLUT, Tcl/Tk, x86 assembly