Mohammad Golbabaee

Publication Activity (10 Years)

Years Active: 2008-2024
Publications (10 Years): 30

Top Topics

Image Reconstruction

Inverse Problems

Magnetic Resonance

Top Venues

IEEE Trans. Inf. Theory

Publications

Matthias J. Ehrhardt, Patrick Fahy, Mohammad Golbabaee
Learning Preconditioners for Inverse Problems. CoRR (2024)
Perla Mayo, Matteo Cencini, Ketan Fatania, Carolin M. Pirkl, Marion I. Menzel, Bjoern H. Menze, Michela Tosetti, Mohammad Golbabaee
Deep Image Priors for Magnetic Resonance Fingerprinting with pretrained Bloch-consistent denoising autoencoders. CoRR (2024)
Holly Wilson, Scott Wellington, Foteini Simistira Liwicki, Vibha Gupta, Rajkumar Saini, Kanjar De, Nosheen Abid, Sumit Rakesh, Johan Eriksson, Oliver Watts, Xi Chen, Mohammad Golbabaee, Michael J. Proulx, Marcus Liwicki, Eamonn O'Neill, Benjamin Metcalfe
Performance of data-driven inner speech decoding with same-task EEG-fMRI data fusion and bimodal models. CoRR (2023)
Ketan Fatania, Kwai Y. Chau, Carolin M. Pirkl, Marion I. Menzel, Mohammad Golbabaee
Nonlinear Equivariant Imaging: Learning Multi-Parametric Tissue Mapping without Ground Truth for Compressive Quantitative MRI. ISBI (2023)
Ketan Fatania, Kwai Y. Chau, Carolin M. Pirkl, Marion I. Menzel, Peter Hall, Mohammad Golbabaee
Nonlinear Equivariant Imaging: Learning Multi-Parametric Tissue Mapping without Ground Truth for Compressive Quantitative MRI. CoRR (2022)
Ketan Fatania, Carolin M. Pirkl, Marion I. Menzel, Peter Hall, Mohammad Golbabaee
A Plug-and-Play Approach To Multiparametric Quantitative MRI: Image Reconstruction Using Pre-Trained Deep Denoisers. ISBI (2022)
Dongdong Chen, Mike E. Davies, Mohammad Golbabaee
Deep Unrolling for Magnetic Resonance Fingerprinting. ISBI (2022)
Ketan Fatania, Carolin M. Pirkl, Marion I. Menzel, Peter Hall, Mohammad Golbabaee
A Plug-and-Play Approach to Multiparametric Quantitative MRI: Image Reconstruction using Pre-Trained Deep Denoisers. CoRR (2022)
Mohammad Golbabaee, Guido Buonincontri, Carolin M. Pirkl, Marion I. Menzel, Bjoern H. Menze, Mike E. Davies, Pedro A. Gómez
Compressive MRI quantification using convex spatiotemporal priors and deep encoder-decoder networks. Medical Image Anal. 69 (2021)
Dongdong Chen, Mike E. Davies, Mohammad Golbabaee
Compressive MR Fingerprinting reconstruction with Neural Proximal Gradient iterations. CoRR (2020)
Dongdong Chen, Mike E. Davies, Mohammad Golbabaee
Compressive MR Fingerprinting Reconstruction with Neural Proximal Gradient Iterations. MICCAI (2) (2020)
Mohammad Golbabaee, Guido Bounincontri, Carolin M. Pirkl, Marion I. Menzel, Bjoern H. Menze, Mike E. Davies, Pedro A. Gómez
Compressive MRI quantification using convex spatiotemporal priors and deep auto-encoders. CoRR (2020)
Junqi Tang, Karen O. Egiazarian, Mohammad Golbabaee, Mike E. Davies
The Practicality of Stochastic Optimization in Imaging Inverse Problems. IEEE Trans. Computational Imaging 6 (2020)
Mohammad Golbabaee, Clarice Poon
An off-the-grid approach to multi-compartment magnetic resonance fingerprinting. CoRR (2020)
Mohammad Golbabaee, Carolin M. Pirkl, Marion I. Menzel, Guido Buonincontri, Pedro A. Gómez
Deep MR Fingerprinting with total-variation and low-rank subspace priors. CoRR (2019)
Junqi Tang, Karen O. Egiazarian, Mohammad Golbabaee, Mike E. Davies
The Practicality of Stochastic Optimization in Imaging Inverse Problems. CoRR (2019)
Mohammad Golbabaee, Dongdong Chen, Pedro A. Gómez, Marion I. Menzel, Mike E. Davies
Geometry of Deep Learning for Magnetic Resonance Fingerprinting. ICASSP (2019)
Amirali Aghazadeh, Mohammad Golbabaee, Andrew S. Lan, Richard G. Baraniuk
Insense: Incoherent Sensor Selection for Sparse Signals. ICASSP (2018)
Mohammad Golbabaee, Zhouye Chen, Yves Wiaux, Mike E. Davies
CoverBLIP: scalable iterative matched filtering for MR Fingerprint recovery. CoRR (2018)
Mohammad Golbabaee, Zhouye Chen, Yves Wiaux, Mike E. Davies
CoverBLIP: accelerated and scalable iterative matched-filtering for Magnetic Resonance Fingerprint reconstruction. CoRR (2018)
Mohammad Golbabaee, Mike E. Davies
Inexact Gradient Projection and Fast Data Driven Compressed Sensing. IEEE Trans. Inf. Theory 64 (10) (2018)
Amirali Aghazadeh, Mohammad Golbabaee, Andrew S. Lan, Richard G. Baraniuk
Insense: Incoherent sensor selection for sparse signals. Signal Process. 150 (2018)
Mohammad Golbabaee, Dongdong Chen, Pedro A. Gómez, Marion I. Menzel, Mike E. Davies
A deep learning approach for Magnetic Resonance Fingerprinting. CoRR (2018)
Arnold Julian Vinoj Benjamin, Pedro A. Gómez, Mohammad Golbabaee, Tim Sprenger, Marion I. Menzel, Mike E. Davies, Ian Marshall
Balanced multi-shot EPI for accelerated Cartesian MRF: An alternative to spiral MRF. CoRR (2018)
Junqi Tang, Mohammad Golbabaee, Francis R. Bach, Mike E. Davies
Rest-Katyusha: Exploiting the Solution's Structure via Scheduled Restart Schemes. NeurIPS (2018)
Junqi Tang, Mohammad Golbabaee, Mike E. Davies
Exploiting the structure via sketched gradient algorithms. GlobalSIP (2017)
Junqi Tang, Mohammad Golbabaee, Mike E. Davies
Gradient Projection Iterative Sketch for Large-Scale Constrained Least-Squares. ICML (2017)
Mohammad Golbabaee, Zhouye Chen, Yves Wiaux, Mike E. Davies
Cover tree compressed sensing for fast mr fingerprint recovery. MLSP (2017)
Amirali Aghazadeh, Mohammad Golbabaee, Andrew S. Lan, Richard G. Baraniuk
Insense: Incoherent Sensor Selection for Sparse Signals. CoRR (2017)
Mohammad Golbabaee, Mike E. Davies
Inexact Gradient Projection and Fast Data Driven Compressed Sensing. CoRR (2017)
Afsaneh Asaei, Mohammad Golbabaee, Hervé Bourlard, Volkan Cevher
Structured Sparsity Models for Reverberant Speech Separation. IEEE ACM Trans. Audio Speech Lang. Process. 22 (3) (2014)
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
Proceedings of the second "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'14). CoRR (2014)
Jan Hendrik Kobarg, Peter Maass, Janina Oetjen, Oren Tropp, Eyal Hirsch, Chen Sagiv, Mohammad Golbabaee, Pierre Vandergheynst
Numerical experiments with MALDI Imaging data. Adv. Comput. Math. 40 (3) (2014)
Mohammad Golbabaee, Alexandre Alahi, Pierre Vandergheynst
SCOOP: A Real-Time Sparsity Driven People Localization Algorithm. J. Math. Imaging Vis. 48 (1) (2014)
Samuel Vaiter, Mohammad Golbabaee, Jalal Fadili, Gabriel Peyré
Model Selection with Piecewise Regular Gauges. CoRR (2013)
Mohammad Golbabaee, Simon Arberet, Pierre Vandergheynst
Compressive Source Separation: Theory and Methods for Hyperspectral Imaging. IEEE Trans. Image Process. 22 (12) (2013)
Mohammad Golbabaee, Pierre Vandergheynst
Hyperspectral image compressed sensing via low-rank and joint-sparse matrix recovery. ICASSP (2012)
Mohammad Golbabaee, Pierre Vandergheynst
Joint trace/TV norm minimization: A new efficient approach for spectral compressive imaging. ICIP (2012)
Afsaneh Asaei, Mohammad Golbabaee, Hervé Bourlard, Volkan Cevher
Structured Sparsity Models for Multiparty Speech Recovery from Reverberant Recordings CoRR (2012)
Mohammad Golbabaee, Simon Arberet, Pierre Vandergheynst
Compressive Source Separation: Theory and Methods for Hyperspectral Imaging CoRR (2012)
Mahdad Hosseini Kamal, Mohammad Golbabaee, Pierre Vandergheynst
Light field compressive sensing in camera arrays. ICASSP (2012)
Mohammad Golbabaee, Pierre Vandergheynst
Compressed Sensing of Simultaneous Low-Rank and Joint-Sparse Matrices CoRR (2012)
Mohammad Golbabaee, Simon Arberet, Pierre Vandergheynst
Multichannel compressed sensing via source separation for hyperspectral images. EUSIPCO (2010)
Mohammad Golbabaee, Pierre Vandergheynst
Average case analysis of sparse recovery with thresholding : New bounds based on average dictionary coherence. ICASSP (2008)