Namrata Vaswani
Associate Professor 
Dept. of Electrical and Computer Engineering,  Iowa State University
3121 Coover Hall, Ames IA 50011  Email: namrata  AT iastate  DOT edu Phone: 515-294-4012   Fax: 515-294-8432  

Biography

CV

Publications

Recent Talks

Service

Some Key Papers and Research Summary

Teaching

Students

Funding

Publications

Google Scholar Profile

Biography:

• Associate Professor, Electrical & Computer Engineering, Iowa State University (Aug 2011 - )
• Assistant Professor, Electrical & Computer Engineering, Iowa State University (Aug 2005 - July 2011)
• Postdoctoral Fellow & Research Scientist, Electrical & Computer Engineering, Georgia Tech (Aug 2004 - Aug 2005)
• Research Intern,  Signal and Image Processing, HRL (formerly Hughes Research Labs), Malibu, CA (June 2001 - Oct 2001)
• Ph.D., Electrical and Computer Engineering, University of Maryland, College Park   (Aug 1999 - Aug 2004)
• B.Tech., Electrical Engineering, Indian Institute of Technology (IIT), Delhi, India (Aug 1995 - May 1999)

News

• September 2012: Optics Letters paper on Modified-CS for Optical Coherence Tomography accepted
• January 2012: TSP paper on reg-mod-bp exact reconstruction conditions accepted, TSP paper on reg-mod-BPDN error bounds to appear soon (Jan or Feb’12)
• August 2011: 2 new NSF grants received, Allerton 2011 paper accepted
• April 2011: New papers in CISS 2011,  ISIT 2011 and ICIP 2011
• February 2011: Invited talk at Brown University on Recursive Sparse Recovery and Applications in Dynamic Imaging
• November 2010: Samarjit Das successfully defended his Ph.D. thesis
• Real-time Robust PCA page created
• New Student Opening for Fall 2011
• Allerton 2010 papers posted

Curriculum Vitae (CV): (pdf)

Research Summary

Research   My research is in statistical and sequential signal processing and applications in medical imaging and computer vision. Currently, my focus is on:

• Recursive robust PCA
• Recursive sparse recovery (compressive sensing)
• Medical Imaging (MRI reconstruction)
• Older and still ongoing work
• Sequential Monte Carlo (particle filtering) for large dimensional sequential state estimation
• Change detection in noise-corrupted nonlinear systems
• Computer Vision (deformable contour tracking and landmark shape tracking)

Professional Service:

• Associate Editor, IEEE Transactions on Signal Processing, 2009-present
• Organized a special session recursive reconstruction of sparse signal sequences at Asilomar 2010
• Tutorials chair for IEEE Intl. Conf. Image Proc. (ICIP) 2008
• Area chair (TPC member) for ICIP 2009 for interpolation
• Program committee member of  CVPR,2008, 2009, ECCV and  ICCV, 2007
• Reviewer for IEEE Trans. Signal Proc., IEEE Trans. Image Proc., IEEE Trans. PAMI and others and for various conferences (ICASSP, ICIP, CDC,...)

Graduate Students:

• Graduated Ph.D. Students
• Samarjit Das (B.Tech from IIT-Guwahati, India), postdoc at the Robotics Institute at CMU
• Wei Lu  (M.S. from USTC, China), Fall 2011, research scientist at BHSAI
• Graduated M.S. students
• Rituparna Sarkar (B.E. from Jadavpur University)
• Fardad Raisali (B.S. from Sharif University, Iran)
• Taoran Li (B.S. from Iowa State University)
• Current Ph.D. students
• Chenlu Qiu (B.S. from Southeast University, China)
• Man Basnet (co-advised with Prof Fritz Keinert in Math dept)
• Jinchun Zhan (B.S. from USTC, China)
• Animesh Biswas (M.Tech. from IIT-Madras, India)
• Brian Lois (B.S. in Math from Marquette Univ, WI, co-advised with Prof Leslie Hogben in Math dept)
• Kevin Palmowski (B.S. in Math from SUNY-Geneseo, NY, co-advised with Prof Leslie Hogben in Math dept)

Funding:

• CIF: Small: Recursive Robust Principal Components Analysis (PCA), NSF (CCF - CIF), Sept 2011 - Aug 2014. Role: PI. Co-PI: Fritz Keinert (Math dept, ISU)
• RI: Small: Exploiting Correlated Sparsity Pattern Change in Dynamic Vision Problems, NSF (IIS - RI), Sept 2011 - Aug 2014,. Role: PI. Co-PI: none
• Recursive Reconstruction of Sparse Signal Sequences, NSF (CCF - CIF), July 2009 - June 2012. Role: PI. Co-PI: none
• Change Detection in Nonlinear Systems and Applications in Shape Analysis, NSF ECCS/PCAN, August 2007 - July 2010. Role: PI. Co-PI: none
• Iowa State Univ. VPR Office, Faculty Grant Development Award, Summer 2006

Teaching:

• Spring 2013: EE 520 (Special Topics in CSP): Matrix Completion and Sparse Recovery
• Older classes
• Fall 2012: EE 322 (Probabilistic Methods for Electrical Engineers)
• Spring 2012: EE 424 (Introduction to DSP)
• Spring 2012: EE 527 (Estimation and Detection Theory)
• Fall 2011: EE 224 recitations and labs
• Spring 2011: EE 322 (Probabilistic Methods for Electrical Engineers)
• Fall 2010: EE 524 (Digital Signal Processing)
• Spring 2010: EE 527 (Detection and Estimation Theory)
• Spring 2010: EE 224 recitations
• Fall 2009: EE 528 (Digital Image Processing)
• Spring 2009: EE 520 (Special Topics in CSP: Compressive Sensing)
• Spring 2009: EE 322 (Probabilistic Methods for Electrical Engineers)
• Fall 2008: EE 322 (Probabilistic Methods for Electrical Engineers)
• Spring 2008: EE 527 (Detection and Estimation Theory)
• Fall 2007: EE 322 (Probabilistic Methods for Electrical Engineers)
• Spring 2007: EE 528 (Digital Image Processing)
• Fall 2006: EE 322 (Probabilistic Methods for Electrical Engineers)
• Fall 2006: EE 597 (CSP Seminar)
• Spring 2006:  EE 224 (Signals and Systems) Lab, Sections B & F
• Fall 2005: EE 520: Special Topics in Signal Processing for Image Analysis and Computer Vision

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