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M
Mathews Jacob
University of Virginia
35
H-index
335
Paper Count
7.1K
Citation Count
0
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Published Papers
68
Publication Date
Publication Date
Impact Factor
Citations
Latent diffusion for medical image segmentation: End-to-end learning for fast sampling and accuracy
Biomedical Signal Processing and Control
IF
4.9
2025-12-06
0
PRE
AI
Fahim Ahmed Zaman; Mathews Jacob; Amanda Chang; Kan Liu; Milan Sonka; Xiaodong Wu
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Accelerating 3D radial MPnRAGE using a self-supervised deep factor model
Magnetic Resonance in Medicine
IF
3
2025-06-02
0
OA
AI
Yan Chen; Steve R. Kecskemeti; James H. Holmes; Curtis A. Corum; Nima Yaghoobi; Vincent A. Magnotta; Mathews Jacob
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Optimizing Deep Learning for Cardiac MRI Segmentation: The Impact of Automated Slice Range Classification
ACADEMIC RADIOLOGY
IF
3.9
2024-02-01
4
PRE
AI
Priya, Sarv; Dhruba, Durjoy D.; Perry, Sarah S.; Aher, Pritish Y.; Gupta, Amit; Nagpal, Prashant; Jacob, Mathews
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ComBat Harmonization of Myocardial Radiomic Features Sensitive to Cardiac MRI Acquisition Parameters
RADIOLOGY-CARDIOTHORACIC IMAGING
IF
4.2
2023-08-01
6
OA
AI
Priya, Sarv; Dhruba, Durjoy D.; Sorensen, Eldon; Aher, Pritish Y.; Narayanasamy, Sabarish; Nagpal, Prashant; Jacob, Mathews; Carter, Knute D.
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Adapting model-based deep learning to multiple acquisition conditions: Ada-MoDL
MAGNETIC RESONANCE IN MEDICINE
IF
3
2023-06-18
0
OA
AI
Pramanik, Aniket; Bhave, Sampada; Sajib, Saurav; Sharma, Samir D. D.; Jacob, Mathews
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Joint Cardiac T1 Mapping and Cardiac Cine Using Manifold Modeling
BIOENGINEERING-BASEL
IF
3.7
2023-03-09
4
OA
AI
Zou, Qing; Priya, Sarv; Nagpal, Prashant; Jacob, Mathews
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Variational Manifold Learning From Incomplete Data: Application to Multislice Dynamic MRI
IEEE TRANSACTIONS ON MEDICAL IMAGING
IF
9.8
2022-12-01
5
OA
AI
Zou, Qing; Ahmed, Abdul Haseeb; Nagpal, Prashant; Priya, Sarv; Schulte, Rolf F.; Jacob, Mathews
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Dynamic Imaging Using Deep Bi-Linear Unsupervised Representation (DEBLUR)
IEEE TRANSACTIONS ON MEDICAL IMAGING
IF
9.8
2022-10-01
9
OA
AI
Ahmed, Abdul Haseeb; Zou, Qing; Nagpal, Prashant; Jacob, Mathews
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Dynamic imaging using motion-compensated smoothness regularization on manifolds (MoCo-SToRM)
PHYSICS IN MEDICINE AND BIOLOGY
IF
3.4
2022-07-04
11
OA
AI
Zou, Qing; Torres, Luis A.; Fain, Sean B.; Higano, Nara S.; Bates, Alister J.; Jacob, Mathews
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Multi-band- and in-plane-accelerated diffusion MRI enabled by model-based deep learning in q-space and its extension to learning in the spherical harmonic domain
MAGNETIC RESONANCE IN MEDICINE
IF
3
2021-11-26
7
OA
AI
Mani, Merry; Yang, Baolian; Bathla, Girish; Magnotta, Vincent; Jacob, Mathews
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Dynamic Imaging Using a Deep Generative SToRM (Gen-SToRM) Model
IEEE TRANSACTIONS ON MEDICAL IMAGING
IF
9.8
2021-11-01
26
OA
AI
Zou, Qing; Ahmed, Abdul Haseeb; Nagpal, Prashant; Kruger, Stanley; Jacob, Mathews
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Radiomics side experiments and DAFIT approach in identifying pulmonary hypertension using Cardiac MRI derived radiomics based machine learning models
SCIENTIFIC REPORTS
IF
3.9
2021-06-16
17
OA
AI
Priya, Sarv; Aggarwal, Tanya; Ward, Caitlin; Bathla, Girish; Jacob, Mathews; Gerke, Alicia; Hoffman, Eric A.; Nagpal, Prashant
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Radiomics Detection of Pulmonary Hypertension via Texture-Based Assessments of Cardiac MRI: A Machine-Learning Model Comparison-Cardiac MRI Radiomics in Pulmonary Hypertension
JOURNAL OF CLINICAL MEDICINE
IF
2.9
2021-04-28
6
OA
AI
Priya, Sarv; Aggarwal, Tanya; Ward, Caitlin; Bathla, Girish; Jacob, Mathews; Gerke, Alicia; Hoffman, Eric A.; Nagpal, Prashant
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qModeL: A plug-and-play model-based reconstruction for highly accelerated multi-shot diffusion MRI using learned priors
MAGNETIC RESONANCE IN MEDICINE
IF
3
2021-03-24
22
OA
AI
Mani, Merry; Magnotta, Vincent A.; Jacob, Mathews
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Deep Generalization of Structured Low-Rank Algorithms (Deep-SLR)
IEEE TRANSACTIONS ON MEDICAL IMAGING
IF
9.8
2020-12-01
43
OA
AI
Pramanik, Aniket; Aggarwal, Hemant Kumar; Jacob, Mathews
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Free-Breathing and Ungated Dynamic MRI Using Navigator-Less Spiral SToRM
IEEE TRANSACTIONS ON MEDICAL IMAGING
IF
9.8
2020-12-01
21
OA
AI
Ahmed, Abdul Haseeb; Zhou, Ruixi; Yang, Yang; Nagpal, Prashant; Salerno, Michael; Jacob, Mathews
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J-MoDL: Joint Model-Based Deep Learning for Optimized Sampling and Reconstruction
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING
IF
13.7
2020-10-01
64
OA
AI
Aggarwal, Hemant Kumar; Jacob, Mathews
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Compressed sensing MRI using an interpolation-free nonlinear diffusion model
MAGNETIC RESONANCE IN MEDICINE
IF
3
2020-09-16
3
PRE
AI
Joy, Ajin; Jacob, Mathews; Paul, Joseph Suresh
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MoDL-MUSSELS: Model-Based Deep Learning for Multishot Sensitivity-Encoded Diffusion MRI
IEEE TRANSACTIONS ON MEDICAL IMAGING
IF
9.8
2020-04-01
35
OA
AI
Aggarwal, Hemant K.; Mani, Merry P.; Jacob, Mathews
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Hyperspectral Image Recovery Using Nonconvex Sparsity and Low-Rank Regularizations
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
IF
8.6
2020-01-01
12
PRE
AI
Hu, Yue; Li, Xiaodi; Gu, Yanfeng; Jacob, Mathews
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Research Directions
No research directions
Co-authors
Cooperation Journals
E
Eric A. Hoffman
H-index: 114 · Papers: 1.4K
N
Norbert Schuff
H-index: 105 · Papers: 589
M
Michaël Unser
H-index: 100 · Papers: 1.0K
C
Christopher M. Kramer
H-index: 89 · Papers: 735
M
Milan Sonka
H-index: 75 · Papers: 673
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