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> Machine learning for medical imaging
> Compressed sensing theory
> Stochastic optimisation for large-scale machine learning

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  • 2022

    A Plug-and-Play Approach To Multiparametric Quantitative MRI: Image Reconstruction Using Pre-Trained Deep Denoisers

    Fatania, K., Pirkl, C. M., Menzel, M. I., Hall, P. & Golbabaee, M., 26 Apr 2022, (E-pub ahead of print) ISBI 2022 - Proceedings: 2022 IEEE International Symposium on Biomedical Imaging. U. S. A.: IEEE, 9761603. (Proceedings - International Symposium on Biomedical Imaging; vol. 2022-March).

    Research output: Chapter or section in a book/report/conference proceedingChapter in a published conference proceeding

    Open Access
    File
    22 Downloads (Pure)
  • Deep Unrolling for Magnetic Resonance Fingerprinting

    Chen, D., Davies, M. E. & Golbabaee, M., 26 Apr 2022, (E-pub ahead of print) ISBI 2022 - Proceedings: 2022 IEEE International Symposium on Biomedical Imaging. IEEE, 9761475. (Proceedings - International Symposium on Biomedical Imaging; vol. 2022-March).

    Research output: Chapter or section in a book/report/conference proceedingChapter in a published conference proceeding

  • 2020

    Compressive MR Fingerprinting Reconstruction with Neural Proximal Gradient Iterations

    Chen, D., Davies, M. E. & Golbabaee, M., 29 Sep 2020, (E-pub ahead of print) Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 - 23rd International Conference, Proceedings. Martel, A. L., Abolmaesumi, P., Stoyanov, D., Mateus, D., Zuluaga, M. A., Zhou, S. K., Racoceanu, D. & Joskowicz, L. (eds.). Cham, Switzerland: Springer Science and Business Media Deutschland GmbH, p. 13-22 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12262 LNCS).

    Research output: Chapter or section in a book/report/conference proceedingChapter in a published conference proceeding

  • 2018

    Exploiting the structure via sketched gradient algorithms

    Tang, J., Golbabaee, M. & Davies, M., 8 Mar 2018, 2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP). IEEE, 8309172

    Research output: Chapter in Book/Report/Conference proceedingChapter in a published conference proceeding

    1 Citation (SciVal)
  • High-resolution Isotropic Whole Brain T2 Mapping with Model-based Super-resolution Reconstruction

    Bano, W., Piredda, G. F., Davies, M., Marshall, I., Golbabaee, M., Meuli, R., Kober, T., Thiran, J. & Hilbert, T., 11 Jun 2018, ISMRM 2019. International Society for Magnetic Resonance in Medicine (ISMRM), p. 1-3 3 p. 1007

    Research output: Chapter in Book/Report/Conference proceedingChapter in a published conference proceeding

    Open Access
  • Insense: incoherent sensor selection for sparse signals

    Aghazadeh, A., Golbabaee, M., Lan, A. S. & Baraniuk, R., 13 Sep 2018, 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 8461701. (2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)).

    Research output: Chapter in Book/Report/Conference proceedingChapter in a published conference proceeding

    1 Citation (SciVal)
  • 2017

    Cover Tree Compressed Sensing for Fast MR Fingerprint Recovery

    Golbabaee, M., Chen, Z., Wiaux, Y. & Davies, M. E., 7 Dec 2017, 2017 IEEE 27th International Workshop on Machine Learning for Signal Processing (MLSP). IEEE, (Machine Learning for Signal Processing; vol. 2017).

    Research output: Chapter in Book/Report/Conference proceedingChapter in a published conference proceeding

    Open Access
    4 Citations (SciVal)
  • Structure-exploiting randomized algorithms for constrained estimation

    Tang, J., Golbabaee, M. & Davies, M., 1 Feb 2017, Signal Processing with Adaptive Sparse Structured Representations (SPARS17). p. 1-3 3 p. (Signal Processing with Adaptive Sparse Structured Representations (SPARS)).

    Research output: Chapter in Book/Report/Conference proceedingChapter in a published conference proceeding

    Open Access
    File
  • 2015

    Multichannel Compressed Sensing via Source Separation for Hyperspectral Images

    Golbabaee, M., 30 Apr 2015, 2010 18th European Signal Processing Conference. IEEE, 7096609. (2010 18th European Signal Processing Conference).

    Research output: Chapter or section in a book/report/conference proceedingChapter in a published conference proceeding

    4 Citations (SciVal)
  • 2013

    JOINT TRACE/TV NORM MINIMIZATION: A NEW EFFICIENT APPROACH FOR SPECTRAL COMPRESSIVE IMAGING

    Golbabaee, M. & Vandergheynst, P., 21 Feb 2013, 2012 19th IEEE International Conference on Image Processing. IEEE, 6467014. (IEEE International Conference on Image Processing).

    Research output: Chapter or section in a book/report/conference proceedingChapter in a published conference proceeding

    23 Citations (SciVal)
  • Room Acoustic Modeling Exploiting Joint Sparsity and Low-rank Structure

    Asaei, A., Golbabaee, M., Bourlard, H. & Cehver, V., 31 Dec 2013, Signal Processing with Adaptive Sparse Structured Representations (SPARS13). (Signal Processing with Adaptive Sparse Structured Representations (SPARS)).

    Research output: Chapter in Book/Report/Conference proceedingChapter in a published conference proceeding

  • Support Stability of Group Lasso

    Golbabaee, M. & Peyré, G., 31 Dec 2013, Signal Processing with Adaptive Sparse Structured Representations (SPARS13). (Signal Processing with Adaptive Sparse Structured Representations (SPARS)).

    Research output: Chapter in Book/Report/Conference proceedingChapter in a published conference proceeding

    Open Access
    File
    1 Downloads (Pure)
  • 2012

    Hyperspectral Image Compressed Sensing Via Low-Rank And Joint-Sparse Matrix Recovery

    Golbabaee, M. & Vandergheynst, P., 31 Aug 2012, 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, Vol. 2012. 628484. (IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)).

    Research output: Chapter or section in a book/report/conference proceedingChapter in a published conference proceeding

    62 Citations (SciVal)
  • Light Field Compressive Sensing in Camera Arrays

    Kamal, M. H., Golbabaee, M. & Vandergheynst, P., 31 Aug 2012, 2012 IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE, 6289145. (IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)).

    Research output: Chapter or section in a book/report/conference proceedingChapter in a published conference proceeding

    9 Citations (SciVal)
  • 2011

    Distributed Compressed Sensing of Hyperspectral Images via Blind Source Separation

    Golbabaee, M., Arberet, S. & Vandergheynst, P., 29 Apr 2011, 2010 Conference Record of the Forty Fourth Asilomar Conference on Signals, Systems and Computers. IEEE, 5757497. (2010 Conference Record of the Forty Fourth Asilomar Conference on Signals, Systems and Computers).

    Research output: Chapter or section in a book/report/conference proceedingChapter in a published conference proceeding

    5 Citations (SciVal)
  • Guaranteed recovery of a low-rank and joint-sparse matrix from incomplete and noisy measurements

    Golbabaee, M. & Vandergheynst, P., 20 Oct 2011, Workshop on Signal Processing with Adaptive Sparse Structured Representations (SPARS11). Infoscience EPFL Scientific Publications, p. 1-1 1 p.

    Research output: Chapter in Book/Report/Conference proceedingChapter in a published conference proceeding

    Open Access
  • 2009

    Distributed Compressed Sensing for Sensor Networks Using Thresholding

    Golbabaee, M. & Vandergheynst, P., 2009, Wavelet XIII, SPIE Optical Engineering + Applications. Goyal, V. K. (ed.). Curran Associates, Inc., (SPIE - International Society for Optics and Photonics; vol. 7446, no. 74461F).

    Research output: Chapter or section in a book/report/conference proceedingChapter in a published conference proceeding

  • 2008

    Average case analysis of sparse recovery with thresholding : New bounds based on average dictionary coherence

    Golbabaee, M. & Vandergheynst, P., 12 May 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE, 4518500. (IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)).

    Research output: Chapter or section in a book/report/conference proceedingChapter in a published conference proceeding

    1 Citation (SciVal)