Journal Papers
- S. Goud, M. Jacob,"Blind Compressed Sensing Dynamic MRI",
IEEE Transactions on Medical Imaging, in press.
- S. Bhave, R. Eslami, M. Jacob,"A sparse spectral deconvolution algorithm for non-Cartesian MRSI",
Magnetic Resonance in Medicine, in press.
- Z. Yang, M. Jacob,"Nonlocal regularization of inverse problems: a
unified variational framework",
IEEE Trans. Image Processing, in press.
- Y. Hu, M. Jacob,"Higher degree total variation (HDTV) regularization for image recovery",
IEEE Trans. Image Processing, pp 2559-2571, Vol 21, No 5, May 2012.
MATLAB code
- Y. Hu, S. Goud, M. Jacob,"A fast majorize-minimize algorithm for the recovery of sparse and low rank matrices", IEEE Trans. Image Processing, pp 742-753, Vol 21, No 2, Feb 2012.
- S. Goud, Y. Hu, E. DiBella, M. Jacob,"Accelerated dynamic MRI exploiting sparsity and low-rank structure", IEEE Trans. Medical Imaging, pg 1042-1054, vol 30, May 2011.
MATLAB code
- K. Satyananda, M. Jacob,"Non-iterative regularized reconstruction algorithm for non-Cartesian MRI", Magnetic Resonance Imaging, Feb 2011.
- R. Eslami, M. Jacob,"Robust Reconstruction of MRSI Data Using a Sparse Spectral Model and High Resolution MRI Priors", IEEE Transactions on Medical Imaging, June 2010, vol 29, issue 6, pp 1297-309
-
Y. Lin, T. Gu, C. Zhong, S. Kennedy, M. Jacob, J. Zhong, "High-resolution MRS in the presence of field inhomogeneity
via intermolecular double-quantum coherences on a 3T whole-body scanner"
, Magnetic Resonance in Medicine, Jan 2010.
-
M. Jacob,"Optimized least square non uniform fast Fourier transform (OLS-NUFFT)" , IEEE Transactions of Signal Processing, vol. 57, issue 6, pp. 2165-2177, Feb 2009
-
R. Frazin, M. Jacob, M. Wakin, H. Morgan,"Toward reconstruction of coronal mass ejection density from only three points of view"
, Astrophysical Journal, April 2009, pp 636-641.
-
M. Jacob, B. Sutton, "Algebraic decomposition of water and fat in MRI"
, IEEE
Transactions of Medical Imaging, Feb 2009, pp 173-84.
-
M. Jacob, X. Zhu, A. Ebel, N.Schuff, and Z.P. Liang, "Improved
model-based magnetic resonance spectroscopic imaging"
, IEEE
Transactions of Medical Imaging, Oct 2007, 1305-18.
- I. Khalidov,D. Van De Ville,M.Jacob, F. Lazeyras, M. Unser, "BSLIM:
Spectral localization by imaging with explicit B0 field inhomogeneity
compensation"
, IEEE Transactions on Medical Imaging, Feb 2007,
990-1000.
- N. Cao, A. Neharoi, M.Jacob,
"Image reconstruction for diffuse optical tomography using sparsity regularization and expectation-maximization algorithm"
, Optics Express,2007,pp 13695-13708
- M. Jacob, Y. Bresler, V. Toronov, X. Zhang, and A. Webb, "A level-set algorithm for the reconstruction of functional activation in near-infrared spectroscopic imaging"
, Journal of Biomedical Optics,
Dec 2006, 064029.
- A. Amzallag, C. Vaillant, M.Jacob, M. Unser, J.Bednar, JD. Kahn, J.Dubochet, A. Stasiak, JH.
Maddocks, "3D
reconstruction and comparison of shapes of DNA minicircles observed by
cryo-electron microscopy
,Nucleic Acids Res, Sept. 2006.
- M. Jacob, T.Blu, C.Vaillant,J.Maddocks and M. Unser,
"3-D
shape estimation of DNA from stereo cryo-electron micro-graphs using a
projection-steerable snake"
, IEEE Transactions on Image Processing,
214-27, Jan 2006.
- M. Jacob, M. Unser, "Design
of steerable filters for feature detection using Canny-like criterion"
,
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.
26, no. 8, pp. 1007-1019, Aug. 2004.
- E.Meijering, M. Jacob, J. C. F. Sarria, P. Steiner, H. Hirling and M. Unser, "Design
and validation of a tool for neurite tracing and analysis in
fluorescence microscopy"
, Cytometry, vol. 58A, no. 2, pp. 167-176,
April 2004.
- M. Jacob, T. Blu, M. Unser, "Efficient
energies and algorithms for parametric snakes"
, IEEE Transactions
on Image Processing, vol. 13, no. 9, pp. 1231-1244, Sep. 2004.
- M. Jacob, T. Blu, M. Unser, "Sampling
of Periodic Signals: A Quantitative Error Analysis"
, IEEE
Transactions on Signal Processing, vol. 50, no. 5, pp. 1153-1159, May
2002.
- M. Jacob, T. Blu, M. Unser, "An Exact
Method for Computing the Area Moments of Wavelet and Spline Curves
,
IEEE Transactions on Pattern Analysis and Machine Intelligence", vol.
23, no. 6, pp. 633-642, June 2001.
Conference Papers
- S. Goud, M. Jacob, A blind compressed
sensing framework for dynamic MRI, IEEE ISBI, Barcelona, May 2012
- Y. Hu, M. Jacob Improved higher degree total variation regularization, IEEE ISBI, Barcelona, May 2012
- Z. Yang, M. Jacob Robust non-local regularization framework for motion compensated dynamic imaging without explicit motion estmation
, IEEE ISBI, Barcelona, May 2012
- M. Mani, M. Jacob, A. Guidon, C. Liu, A. Song, V. Magnotta, J. Zhong Acceleration of high angular and spatial resolution diffusion imaging using compressive sensing, IEEE ISBI, Barcelona, May 2012
- M. Mani, M. Jacob, A. Guidon, V. Magnotta, J.Zhong, Accelerating non-Cartesian SENSE for large coil arrays, application to motion compensation in multi-shot DWI
, IEEE ISBI, Barcelona, May 2012
- R.Eslami, M. Jacob, "A sparse reconstruction algorithm for parallel spiral MR spectroscopic imaging", IEEE ISBI, Chicago, April 2011.
- S.Goud, Y. Hu, E. DiBella, M. Jacob, "Accelerated first pass cardiac perfusion MRI using improved k-t SLR", IEEE ISBI, Chicago, April 2011.
- Z.Yang, M. Jacob, "A unified energy minimization framework for nonlocal regularization", IEEE ISBI, Chicago", April 2011.
- S.Goud, M. Nadar, C. Chefd'hotel, Li Zhang, M. Jacob, "Unified reconstruction and motion estimation in cardiac perfusion MRI", IEEE ISBI, Chicago, April 2011.
- Y. Hu, M. Jacob, "Image recovery using improved total variation regularization", IEEE ISBI, Chicago, April 2011.
- S.Goud, Y. Hu, M. Jacob, "Real-time cardiac MRI using low-rank and sparsity penalties", IEEE ISBI, Rotterdam", April 2010.
- K. Satyananda, M. Jacob, "A fast & accurate non-iterative algorithm for regularized non-Cartesian MRI, IEEE ISBI, Rotterdam", April 2010.
- R. Eslami, M. Jacob, "Spatial Spectral Modeling for Robust MRSI, IEEE EMBS, Minneapolis", Sept 2009.
- R. Eslami, M. Jacob, "Reduction of distortions in MRSI using a new signal model", IEEE international symposium on biomedical imaging, 2009.
- Z. Yang, M. Jacob, "Efficient NUFFT algorithm for non-Cartesian MRI reconstruction",, IEEE international symposium on biomedical imaging, 2009.
- M. Jacob, "Optimized non-uniform fast Fourier transform (NUFFT) for iterative tomographic reconstruction", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2009.
-
R. Eslami, M. Jacob, "Correction of B0 inhomogeneity distortion in magnetic resonance spectroscopic imaging", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2009.
- M.Jacob, H. Le-houllier, S. Bora, S. McAleavey, D. Dalecki, J. McDonough,"The use of speckle tracking for the recovery of displacement and velocity information from sequences of ultrasound images of the tongue", International Seminar on Speech Production, Proceedings of ISSP 2008.
- R.Shankar, T. Gu, J. Zhong, M. Jacob,""Improved IDQC reconstruction for inhomogeneity corrected MR spectroscopy", IEEE International Symposium on Biomedical Imaging, Proceedings of ISBI 2008.
- M. Jacob, B. Sutton,"Non-iterative decomposition of fat and water", IEEE International
Symposium on Biomedical Imaging, Proceedings of ISBI 2007.
- R. Morrisson, M. Jacob, M. Do, "Multichannel estimation of coil sensitivities in parallel MRI", IEEE
International Symposium on Biomedical Imaging, Proceedings of ISBI 2007
- M. Jacob, B. Sutton,
"Non-iterative decomposition of fat and water using chemical shift",Proceedings of the ISMRM, 2007, in press
- M. Jacob, V. Toronov, A. Webb and Y. Bresler, "A new level-set algorithm for the diffuse optical imaging
of the brain", Proceedings of the SPIE: Photonics West (2006)
- M. Jacob, B. Sutton, J. Haldar,
Z.P. Liang, "On Model Based Spectroscopic Imaging", Proceedings of the
IEEE International Symposium on Biomedical Imaging (ISBI'06).
- M. Jacob, V. Toronov, Y. Bresler, X. Zhang, A. Webb, "Reconstruction
of functional activations in diffuse optical imaging
", Proceedings of the ISBI 2006.
- J. Haldar, M. Jacob, A. Ebel, X. Zhu, N. Schuff, B. Sutton, Z.P. Liang, "Regularized inversion of noisy,
incomplete MR spectroscopic imaging data with anatomical prior",Proceedings of the IEEE International Symposium on Biomedical Imaging,
2006
- M. Jacob, B. Sutton, J. Haldar, Z.P. Liang, "Improved spectroscopic imaging using echo-planar scans and sparse reconstruction",
Proceedings of the ISMRM, 2006.
- J. Haldar, M. Jacob, A. Ebel, X. Zhu, N. Schuff, B. Sutton, Z.P. Liang,
"Constrained spectroscopic imaging with hard and soft anatomical
boundary constraints", Proceedings of the ISMRM, 2006.
- I. Khalidov, D. Van De Ville, M.Jacob, F. Lazeyras, M. Unser, "Improved MRSI with Field In-homogeneity Compensation," Proceedings of the
SPIE: International Symposium on Medical Imaging: Image Processing,
2006.
- F. Aguet, M. Jacob, M. Unser,
"Three-Dimensional Feature Detection Using Optimal Steerable Filters"
,
Proceedings of the 2005 IEEE International Conference on Image
Processing (ICIP'05), Genova, Italy, September 11-14, 2005, pp.
II-1158-II-1161 .
- D. Xu, M. Jacob, Z. P. Liang, "Optimal sampling of k-space on Cartesian grids for parallel imaging",
Proceedings of ISMRM 2005, Miami, Florida
- D. Xu, L. Ying, M. Jacob, Z. P. Liang,
"Optimizing SENSE for Dynamic Imaging"
, Proceedings of ISMRM 2005,
Miami, Florida.
- M. Jacob, T. Deller, X.Zhu, Z. P.Liang,
"High-resolution spectroscopic imaging using a deformable spatial
spectral model"
, Proceedings of ISMRM 2005,
- M. Jacob, D. Xu, Z.P. Liang,
"Optimal Selection of Phase Encodings in Parallel MR Imaging"
,
Second International Workshop on Parallel MRI, ETH Zurich, Switzerland,
15-17 October 2004
- M. Jacob, T. Blu, M. Unser, "Shape
estimation of 3-D DNA molecules from stereo cryo-electron micro-graphs"
,
Accepted for publication at Proceedings of the International Conference
on Image Processing, Singapore, October 2004.
- E. Meijering, M. Jacob, J-C. F.Sarria, M. Unser, "Neurite
Tracing in Fluorescence Microscopy Images using Ridge Filtering and
Graph Searching: Principles and Validation"
, Proceedings of ISBI, 2004, pp. 1219-1222.
- E. Meijering, M. Jacob, J-C. F.Sarria, M. Unser, "A
Novel Approach for Neurite Tracing and Analysis in Fluorescence
Microscopy Images"
, Proceedings of the Fifth IASTED International
Conference on Signal and Image Processing, August 13-15, 2003,
Honolulu, USA , pp. 491-495.
- M. Jacob, M. Unser, "Optimal
steerable filters for feature detection"
, Proceedings of the
International Conference on Image Processing 2003, September 14-17.
- M. Jacob, T. Blu, M. Unser,, "3-D
reconstruction of DNA filaments from stereo cryo-electron micrographs "
,
Proceedings of the First 2002 ISBI 2002, vol.II, pp. 597-600.
- M. Feilner, M. Jacob, M. Unser, "Orthogonal
Quincunx Wavelets with Fractional Orders "
, Proceedings of the 2001
IEEE International Conference on Image Processing, October 7-10,
2001, vol. I, pp. 606-609.
- M. Jacob, T. Blu, M. Unser, "A Unifying
Approach and Interface for Spline-Based Snakes "
, Proceedings of
the SPIE International Symposium on Medical Imaging: Image Processing,
February 17-22, 2001, vol. 4322, Part I, pp. 340-347.
- M. Jacob, T. Blu, M. Unser, "An Error
Analysis for the Sampling of Periodic Signals"
, Proceedings of the
Fourth International Conference on Sampling Theory and Applications
(SampTA'01), 2001, pp.
45-48.
- M. Jacob, T. Blu, M. Unser, "Exact
Computation of Area Moments for Spline and Wavelet Curves",
Proceedings
of the Fifteenth International Conference on Pattern Recognition
(ICPR'00), Barcelona, Spain, September 3-8, 2000, vol. III, pp. 131-134.
Invited Talks and Seminars
- M.
Jacob, S. Goud, "Blind linear models for the recovery of dynamic MRI data'' in SPIE Conference on Wavelets and Sparsity, 2011.
- M.
Jacob, Y. Hu, "Higher degree total variation (HDTV) algorithms for biomedical inverse problems'' in SPIE Conference on Wavelets and Sparsity, 2011.
- M.
Jacob, "Model based algorithms for Biomedical Imaging'' in IEEE-EMBS summer school on Biomedical Imaging, 2008.
- I. Khalidov, D. Van De Ville, M.
Jacob, F. Lazeyras, M. Unser, "``Magnetic resonance spectroscopy
imaging with field inhomogeneity compensation,'' in Swiss Society for
Biomedical Engineering 2005 Meeting (SSBE'05),
Sep 1-2, 2005.
- E. Meijering, M. Jacob, J-C. F.
Sarria, P. Steiner, H. Hirling, M. Unser, "A Novel
Tool for Neurite Tracing and Analysis in Fluorescence Microscopy"
,
EMBO Workshop on Advanced Light Microscopy, 11-13 June 2003.
- M. Unser, D. Sage, M. Jacob, E.Meijering, P. Thevenaz, " "Image
Processing and Analysis of Biological Images"
, Live Cell Imaging
Workshop, Swiss Federal Institute of Technology
Reports
- M. Jacob "Ph.D Thesis", Sept 2003, Swiss Federal Institute of Technology (EPFL), Lausanne.
- M. Jacob "M.E Thesis", April 1999, Dept. of ECE, Indian Institute of Science (IISc), Bangalore
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