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20122022
most citedCompressed Sensing of Simultaneous Low-Rank and Joint-Sparse Matrices

32 citations · 67 across the 14 of their papers we have counts for

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Showing 2018Show all

5 papers · 1 filter

cs.CV2018

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

Mohammad Golbabaee, Zhouye Chen, Yves Wiaux +1

Current popular methods for Magnetic Resonance Fingerprint (MRF) recovery are bottlenecked by the heavy computations of a matched-filtering step due to the growing size and complex…

q-bio.QM2018

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

Arnold Julian Vinoj Benjamin, Pedro A. Gómez, Mohammad Golbabaee +4

The main purpose of this study is to show that a highly accelerated Cartesian MRF scheme using a multi-shot EPI readout (i.e. multi-shot EPI-MRF) can produce good quality multi-par…

q-bio.QM2018

CoverBLIP: scalable iterative matched filtering for MR Fingerprint recovery

Mohammad Golbabaee, Zhouye Chen, Yves Wiaux +1

Current proposed solutions for the high dimensionality of the MRF reconstruction problem rely on a linear compression step to reduce the matching computations and boost the efficie…

cs.LG2018

Geometry of Deep Learning for Magnetic Resonance Fingerprinting

Mohammad Golbabaee, Dongdong Chen, Pedro A. Gómez +2

Current popular methods for Magnetic Resonance Fingerprint (MRF) recovery are bottlenecked by the heavy storage and computation requirements of a dictionary-matching (DM) step due…

math.OC2018

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

Junqi Tang, Mohammad Golbabaee, Francis Bach +1

We propose a structure-adaptive variant of the state-of-the-art stochastic variance-reduced gradient algorithm Katyusha for regularized empirical risk minimization. The proposed me…