Mohammad Golbabaee

According to our database, Mohammad Golbabaee authored at least 36 papers between 2008 and 2023.

Collaborative distances:

• Dijkstra number of three.
• Erdős number of four.

2023

Performance of data-driven inner speech decoding with same-task EEG-fMRI data fusion and bimodal models.

Holly Wilson, Scott Wellington, Foteini Simistira Liwicki, Vibha Gupta, Rajkumar Saini, Kanjar De, Nosheen Abid, Sumit Rakesh, Johan Gunnar Eriksson, Oliver Watts, Xi Chen, Mohammad Golbabaee, Michael J. Proulx, Marcus Liwicki, Eamonn O'Neill, Benjamin Metcalfe

CoRR, 2023

Nonlinear Equivariant Imaging: Learning Multi-Parametric Tissue Mapping without Ground Truth for Compressive Quantitative MRI.

Ketan Fatania, Kwai Y. Chau, Carolin M. Pirkl, Marion I. Menzel, Mohammad Golbabaee

Proceedings of the 20th IEEE International Symposium on Biomedical Imaging, 2023

2022

Nonlinear Equivariant Imaging: Learning Multi-Parametric Tissue Mapping without Ground Truth for Compressive Quantitative MRI.

Ketan Fatania, Kwai Y. Chau, Carolin M. Pirkl, Marion I. Menzel, Peter Hall, Mohammad Golbabaee

CoRR, 2022

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

Ketan Fatania, Carolin M. Pirkl, Marion I. Menzel, Peter Hall, Mohammad Golbabaee

Proceedings of the 19th IEEE International Symposium on Biomedical Imaging, 2022

Deep Unrolling for Magnetic Resonance Fingerprinting.

Dongdong Chen, Mike E. Davies, Mohammad Golbabaee

Proceedings of the 19th IEEE International Symposium on Biomedical Imaging, 2022

2021

Compressive MRI quantification using convex spatiotemporal priors and deep encoder-decoder networks.

Mohammad Golbabaee, Guido Buonincontri, Carolin M. Pirkl, Marion I. Menzel, Bjoern H. Menze, Mike E. Davies, Pedro A. Gómez

Medical Image Anal., 2021

2020

The Practicality of Stochastic Optimization in Imaging Inverse Problems.

Junqi Tang, Karen O. Egiazarian, Mohammad Golbabaee, Mike E. Davies

IEEE Trans. Computational Imaging, 2020

An off-the-grid approach to multi-compartment magnetic resonance fingerprinting.

Mohammad Golbabaee, Clarice Poon

CoRR, 2020

Compressive MRI quantification using convex spatiotemporal priors and deep auto-encoders.

Mohammad Golbabaee, Guido Bounincontri, Carolin M. Pirkl, Marion I. Menzel, Bjoern H. Menze, Mike E. Davies, Pedro A. Gómez

CoRR, 2020

Compressive MR Fingerprinting Reconstruction with Neural Proximal Gradient Iterations.

Dongdong Chen, Mike E. Davies, Mohammad Golbabaee

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020

2019

Deep MR Fingerprinting with total-variation and low-rank subspace priors.

Mohammad Golbabaee, Carolin M. Pirkl, Marion I. Menzel, Guido Buonincontri, Pedro A. Gómez

CoRR, 2019

Geometry of Deep Learning for Magnetic Resonance Fingerprinting.

Mohammad Golbabaee, Dongdong Chen, Pedro A. Gómez, Marion I. Menzel, Mike E. Davies

Proceedings of the IEEE International Conference on Acoustics, 2019

2018

Inexact Gradient Projection and Fast Data Driven Compressed Sensing.

Mohammad Golbabaee, Mike E. Davies

IEEE Trans. Inf. Theory, 2018

Insense: Incoherent sensor selection for sparse signals.

Amirali Aghazadeh, Mohammad Golbabaee, Andrew S. Lan, Richard G. Baraniuk

Signal Process., 2018

CoverBLIP: accelerated and scalable iterative matched-filtering for Magnetic Resonance Fingerprint reconstruction.

Mohammad Golbabaee, Zhouye Chen, Yves Wiaux, Mike E. Davies

CoRR, 2018

Balanced multi-shot EPI for accelerated Cartesian MRF: An alternative to spiral MRF.

Arnold Julian Vinoj Benjamin, Pedro A. Gómez, Mohammad Golbabaee, Tim Sprenger, Marion I. Menzel, Mike E. Davies, Ian Marshall

CoRR, 2018

CoverBLIP: scalable iterative matched filtering for MR Fingerprint recovery.

Mohammad Golbabaee, Zhouye Chen, Yves Wiaux, Mike E. Davies

CoRR, 2018

A deep learning approach for Magnetic Resonance Fingerprinting.

Mohammad Golbabaee, Dongdong Chen, Pedro A. Gómez, Marion I. Menzel, Mike E. Davies

CoRR, 2018

Rest-Katyusha: Exploiting the Solution's Structure via Scheduled Restart Schemes.

Junqi Tang, Mohammad Golbabaee, Francis R. Bach, Mike E. Davies

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

2017

Cover tree compressed sensing for fast mr fingerprint recovery.

Mohammad Golbabaee, Zhouye Chen, Yves Wiaux, Mike E. Davies

Proceedings of the 27th IEEE International Workshop on Machine Learning for Signal Processing, 2017

Gradient Projection Iterative Sketch for Large-Scale Constrained Least-Squares.

Junqi Tang, Mohammad Golbabaee, Mike E. Davies

Proceedings of the 34th International Conference on Machine Learning, 2017

Exploiting the structure via sketched gradient algorithms.

Junqi Tang, Mohammad Golbabaee, Mike E. Davies

Proceedings of the 2017 IEEE Global Conference on Signal and Information Processing, 2017

2014

Structured Sparsity Models for Reverberant Speech Separation.

Afsaneh Asaei, Mohammad Golbabaee, Hervé Bourlard, Volkan Cevher

IEEE ACM Trans. Audio Speech Lang. Process., 2014

SCOOP: A Real-Time Sparsity Driven People Localization Algorithm.

Mohammad Golbabaee, Alexandre Alahi, Pierre Vandergheynst

J. Math. Imaging Vis., 2014

Proceedings of the second "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'14).

Laurent Jacques, Christophe De Vleeschouwer, Yannick Boursier, Prasad Sudhakar, C. De Mol, Aleksandra Pizurica, Sandrine Anthoine, Pierre Vandergheynst, Pascal Frossard, Cagdas Bilen, Srdan Kitic, Nancy Bertin, Rémi Gribonval, Nicolas Boumal, Bamdev Mishra, Pierre-Antoine Absil, Rodolphe Sepulchre, Shaun Bundervoet, Colas Schretter, Ann Dooms, Peter Schelkens, Olivier Chabiron, François Malgouyres, Jean-Yves Tourneret, Nicolas Dobigeon, Pierre Chainais, Cédric Richard, Bruno Cornelis, Ingrid Daubechies, David B. Dunson, Marie Danková, Pavel Rajmic, Kévin Degraux, Valerio Cambareri, Bert Geelen, Gauthier Lafruit, Gianluca Setti, Jean-François Determe, Jérôme Louveaux, François Horlin, Angélique Drémeau, Patrick Héas, Cédric Herzet, Vincent Duval, Gabriel Peyré, Alhussein Fawzi, Mike E. Davies, Nicolas Gillis, Stephen A. Vavasis, Charles Soussen, Luc Le Magoarou, Jingwei Liang, Jalal Fadili, Antoine Liutkus, David Martina, Sylvain Gigan, Laurent Daudet, Mauro Maggioni, Stanislav Minsker, Nate Strawn, C. Mory, Fred Maurice Ngolè Mboula, Jean-Luc Starck, Ignace Loris, Samuel Vaiter, Mohammad Golbabaee, Dejan Vukobratovic

CoRR, 2014

Numerical experiments with MALDI Imaging data.

Jan Hendrik Kobarg, Peter Maass, Janina Oetjen, Oren Tropp, Eyal Hirsch, Chen Sagiv, Mohammad Golbabaee, Pierre Vandergheynst

Adv. Comput. Math., 2014

2013

Compressive Source Separation: Theory and Methods for Hyperspectral Imaging.

Mohammad Golbabaee, Simon Arberet, Pierre Vandergheynst

IEEE Trans. Image Process., 2013

Model Selection with Piecewise Regular Gauges.

Samuel Vaiter, Mohammad Golbabaee, Jalal Fadili, Gabriel Peyré

CoRR, 2013

2012

Compressive Sampling Strategies for Multichannel Signals - Theory and Applications.

Mohammad Golbabaee

PhD thesis, 2012

Compressed Sensing of Simultaneous Low-Rank and Joint-Sparse Matrices

Mohammad Golbabaee, Pierre Vandergheynst

CoRR, 2012

Structured Sparsity Models for Multiparty Speech Recovery from Reverberant Recordings

Afsaneh Asaei, Mohammad Golbabaee, Hervé Bourlard, Volkan Cevher

CoRR, 2012

Joint trace/TV norm minimization: A new efficient approach for spectral compressive imaging.

Mohammad Golbabaee, Pierre Vandergheynst

Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Light field compressive sensing in camera arrays.

Mahdad Hosseini Kamal, Mohammad Golbabaee, Pierre Vandergheynst

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Hyperspectral image compressed sensing via low-rank and joint-sparse matrix recovery.

Mohammad Golbabaee, Pierre Vandergheynst

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

2010

Multichannel compressed sensing via source separation for hyperspectral images.

Mohammad Golbabaee, Simon Arberet, Pierre Vandergheynst

Proceedings of the 18th European Signal Processing Conference, 2010

2008

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

Mohammad Golbabaee, Pierre Vandergheynst

Proceedings of the IEEE International Conference on Acoustics, 2008