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Oleg Michailovich

Associate Professor

Contact InformationOleg Michailovich

Phone: 519-888-4567 x38247
Location: EIT 4127
Fax: 519-746-3077

Biography Summary

Oleg Michailovich is an Associate Professor in the Department of Electrical and Computer Engineering at the University of Waterloo.

His research interests include inverse problems in signal and image processing, approximation theory and its applications, image restoration and tracking in medical imaging, analysis and estimation of dynamic systems, multisensor information fusion, and application of the methods of differential geometry to image processing.

Professor Michailovich has written dozens of conference, journal and informal publications through organizations and conferences such as the Computing Research Repository (CoRR), IEEE, International Conference on Image Analysis and Recognition, and International Symposium on Biomedical Imaging. Additionally, he has a patent for his research in Wavelet depulsing of ultrasound sequences.

Research Interests

  • Signal And Image Processing
  • Medical Image Processing
  • Approximation Theory And Its Application
  • Inverse Problems And Their Applications
  • Medical Ultrasound And Functional MRI
  • Statistical Signal Processing And Estimation
  • Sparse Representations And Compressive Sensing
  • Multiresolution Analysis And Wavelet Theory
  • Vision-based Control Systems And Tracking
  • Geometric Image Processing

Education

  • 2003, Doctorate, Biomedical Engineering, Technion (Israel Institute of Technology)
  • 2000, Master's, Biomedical Engineering, Technion (Israel Institute of Technology)
  • 1994, Bachelor's, Electrical Engineering, Saratov State University
  • 1994, Master's, Electrical Engineering, Saratov State University

Courses

  • ECE 204A - Numerical Methods 1
  • ECE 602 - Introduction to Optimization
  • MATH 213 - Advanced Mathematics for Software Engineers
  • ECE 493 - Special Topics in Electrical and Computer Engineering
  • ECE 413 - Digital Signal Processing

Selected/Recent Publications

  • Mirzaalian, H and Ning, L and Savadjiev, P and Pasternak, O and Bouix, S and Michailovich, O and Grant, G and Marx, CE and Morey, RA and Flashman, LA and others, Inter-site and inter-scanner diffusion MRI data harmonization, NeuroImage, 135, 2016, 311 - 323
  • Michailovich, Oleg V, Image stitching by means of adaptive normalization, Electronic Imaging, 2016(15), 2016, 1 - 6
  • Ning, Lipeng and Setsompop, Kawin and Michailovich, Oleg and Makris, Nikos and Shenton, Martha E and Westin, Carl-Fredrik and Rathi, Yogesh, A joint compressed-sensing and super-resolution approach for very high-resolution diffusion imaging, NeuroImage, 125, 2016, 386 - 400
  • Michailovich, Oleg V, Robust extensions to guided image filtering, Electronic Imaging, 2016(15), 2016, 1 - 6
  • Nazeri, Arash and Chakravarty, M Mallar and Rotenberg, David J and Rajji, Tarek K and Rathi, Yogesh and Michailovich, Oleg V and Voineskos, Aristotle N, Functional consequences of neurite orientation dispersion and density in humans across the adult lifespan, The Journal of Neuroscience, 35(4), 2015, 1753 - 1762
  • Rostami, Mohammad and Michailovich, Oleg V and Wang, Zhou, Surface reconstruction in gradient-field domain using compressed sensing, IEEE Transactions on Image Processing, 24(5), 2015, 1628 - 1638
  • Zhou, Quan and Michailovich, O and Rathi, Yogesh, Spatially regularized reconstruction of fibre orientation distributions in the presence of isotropic diffusion, arXiv preprint arXiv:1401.6196, 2014
  • Rathi, Yogesh and Michailovich, O and Laun, F and Setsompop, Kawin and Grant, P Ellen and Westin, C-F, Multi-shell diffusion signal recovery from sparse measurements, Medical image analysis, 18(7), 2014, 1143 - 1156
  • Rathi, Y and Pasternak, O and Savadjiev, P and Michailovich, O and Bouix, S and Kubicki, M and Westin, C-F and Makris, N and Shenton, ME, Gray matter alterations in early aging: A diffusion magnetic resonance imaging study, Human brain mapping, 35(8), 2014, 3841 - 3856
  • Dolui, Sudipto and Kuurstra, Alan and Patarroyo, Iván C Salgado and Michailovich, Oleg V, A new similarity measure for non-local means filtering of MRI images, Journal of visual communication and image representation, 24(7), 2013, 1040 - 1054
  • La Torre, Davide and Mendivil, Franklin and Michailovich, Oleg and Vrscay, Edward R, Total Variation Minimization for Measure-Valued Images with Diffusion Spectrum Imaging as Motivation, International Conference Image Analysis and Recognition, January 2016, 131 - 137
  • Ning, Lipeng and Setsompop, Kawin and Michailovich, Oleg and Makris, Nikos and Westin, Carl-Fredrik and Rathi, Yogesh, A compressed-sensing approach for super-resolution reconstruction of diffusion MRI, International Conference on Information Processing in Medical Imaging, January 2015, 57 - 68
  • Michailovich, Oleg and Rathi, Yogesh, Adaptive learning of tissue reflectivity statistics and its application to deconvolution of medical ultrasound scans, Ultrasonics Symposium (IUS), 2015 IEEE International, January 2015, 1 - 4
  • Rathi, Yogesh and Ning, Lipeng and Michailovich, Oleg and Liao, HuiJun and Gagoski, Borjan and Grant, P Ellen and Shenton, Martha E and Stern, Robert and Westin, Carl-Fredrik and Lin, Alexander, Maximum Entropy Estimation of Glutamate and Glutamine in MR Spectroscopic Imaging, International Conference on Medical Image Computing and Computer-Assisted Intervention, January 2014, 749 - 756
  • Zhou, Q and Michailovich, O and Rathi, Y, Resolving complex fibre architecture by means of sparse spherical deconvolution in the presence of isotropic diffusion, SPIE medical imaging, January 2014, 903425 - 903425
  • Michailovich, Oleg and Rathi, Yogesh, A generalized compressed sensing approach to high angular resolution diffusion imaging, 2014 IEEE 11th International Symposium on Biomedical Imaging (ISBI), January 2014, 657 - 660
  • Otero, Daniel and Michailovich, Oleg V and Vrscay, Edward R, An Examination of Several Methods of Hyperspectral Image Denoising: Over Channels, Spectral Functions and Both Domains, International Conference Image Analysis and Recognition, January 2014, 131 - 140
  • Dolui, Sudipto and Patarroyo, Iván C Salgado and Michailovich, Oleg V, Generalized non-local means filtering for image denoising, IS&T/SPIE Electronic Imaging, January 2014
  • Rathi, Y and Michailovich, O and Setsompop, K and Westin, C-F, A dual spherical model for multi-shell diffusion imaging, SPIE Medical Imaging, January 2014
  • Lum, Eric and Michailovich, Oleg, Image co-registration by minimizing cumulative distortion, Electrical and Computer Engineering (CCECE), 2014 IEEE 27th Canadian Conference on, January 2014, 1 - 5
  • Patarroyo, Iván C Salgado and Dolui, Sudipto and Michailovich, Oleg V and Vrscay, Edward R, Reconstruction of HARDI data using a split Bregman optimization approach, International Conference Image Analysis and Recognition, January 2013, 589 - 596
  • Rathi, Yogesh and Gagoski, Borjan and Setsompop, Kawin and Michailovich, Oleg and Grant, P Ellen and Westin, Carl-Fredrik, Diffusion propagator estimation from sparse measurements in a tractography framework, International Conference on Medical Image Computing and Computer-Assisted Intervention, January 2013, 510 - 517
  • Rathi, Yogesh and Niethammer, Marc and Laun, Frederik and Setsompop, Kawin and Michailovich, Oleg and Grant, P Ellen and Westin, C-F, Diffusion propagator estimation using radial basis functions, Computational Diffusion MRI and Brain Connectivity, , 66 manuscript pages
  • Ning, Lipeng and Michailovich, Oleg and Westin, Carl-Fredrik and Rathi, Yogesh, Diffusion Propagator Estimation Using Gaussians Scattered in q-Space, Computational Diffusion MRI, , 150 manuscript pages