MJ
Mathews Jacob
cs.CVeess.IVAlgorithmscs.LGImage Processing, Computer-AssistedSignal Processing, Computer-AssistedDeep Learningeess.SPphysics.med-phstat.ML
On Valency
published · living versionsW_xsdzynff·v1 · currentpublished
Unified Motion Correction and Reconstruction for Accelerated Zero Echo Time MRI
with Yan Chen, Curtis A. Corum, James H. Holmes
1 version
W_ak7zxmbg·v1published
Preprints & journals
155 papers in the corpus · 2002–2026CLIMB-flow: Coupled Linear Inverse posterior sampling via Multiscale-Based flow2609.33834v1 · Zeqiu Yu, Ruizhi Yuan, Mathews Jacob2026 · 0 citationsarXiv
End-to-End Trained Energy-Based Model for Image Recovery.42783854 · Rikhab Chand, Jyothi, Jacob, Mathews2026 · 0 citationsJournal of imaging. 2026;12(9)
Regularized Joint Reconstruction and Slab Combination for Accelerated Three-Dimensional Multi-Slab Diffusion-Weighted Imaging Using Multi-Scale Energy Models.42521420 · Ghorbani, Reza, Rikhab Chand, Jyothi, Lee, Chu-Yu et al.2026 · 0 citationsMagnetic resonance in medicine. 2026;96(5):2321-2335
Annealed Langevin Posterior Sampling (ALPS): A Rapid Algorithm for Image Restoration with Multiscale Energy Models2601.02594v1 · Jyothi Rikhab Chand, Mathews Jacob2026 · 0 citationsarXiv
Accelerating 3D radial MPnRAGE using a self-supervised deep factor model.40457622 · Chen, Yan, Kecskemeti, Steve R, Holmes, James H et al.2025 · 0 citationsMagnetic resonance in medicine. 2025;94(3):1191-1201
Motion-compensated cardiac MRI using low-rank diffeomorphic flow (DMoCo)2505.03149v3 · Joseph Kettelkamp, Ludovica Romanin, Sarv Priya et al.2025 · 0 citationsarXiv
ACCELERATING QUANTITATIVE MRI USING SUBSPACE MULTISCALE ENERGY MODEL (SS-MUSE).40881623 · Chen, Yan, Chand, Jyothi Rikhab, Kecskemeti, Steven R et al.2025 · 0 citationsProceedings. IEEE International Symposium on Biomedical Imaging. 2025;2025
FAST MULTI-CONTRAST MRI USING JOINT MULTISCALE ENERGY MODEL.40881624 · Yaghoobi, Nima, Chand, Jyothi Rikhab, Chen, Yan et al.2025 · 0 citationsProceedings. IEEE International Symposium on Biomedical Imaging. 2025;2025
Deep End-to-End Posterior ENergy (DEEPEN) for image recovery2503.17244v1 · Jyothi Rikhab Chand, Mathews Jacob2025 · 0 citationsarXiv
Fast and ultra-high shot diffusion MRI image reconstruction with self-adaptive Hankel subspace.40120287 · Qian, Chen, Han, Mingyang, Zhu, Liuhong et al.2025 · 3 citationsMedical image analysis. 2025;102:103546
MAP Image Recovery with Guarantees using Locally Convex Multi-Scale Energy (LC-MUSE) Model.41816699 · Chand, Jyothi Rikhab, Jacob, Mathews2026 · 0 citationsProceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing. ICASSP (Conference). 2025;2025
Accelerating Quantitative MRI using Subspace Multiscale Energy Model (SS-MuSE)2502.10580v1 · Yan Chen, Jyothi Rikhab Chand, Steven R. Kecskemeti et al.2025 · 0 citationsarXiv
Three-Dimensional Diffusion-Weighted Multi-Slab MRI With Slice Profile Compensation Using Deep Energy Model.39975424 · Ghorbani, Reza, Chand, Jyothi Rikhab, Lee, Chu-Yu et al.2025 · 0 citationsArXiv. 2025
Fast multi-contrast MRI using joint multiscale energy model2501.06595v1 · Nima Yaghoobi, Jyothi Rikhab Chand, Yan Chen et al.2025 · 0 citationsarXiv
Latent Diffusion for Medical Image Segmentation: End to end learning for fast sampling and accuracy2407.12952v2 · Fahim Ahmed Zaman, Mathews Jacob, Amanda Chang et al.2024 · 5 citationsarXiv
Deep learning for accelerated and robust MRI reconstruction.39042206 · Heckel, Reinhard, Jacob, Mathews, Chaudhari, Akshay et al.2024 · 121 citationsMagma (New York, N.Y.). 2024;37(3):335-368
MEMORY-EFFICIENT DEEP END-TO-END POSTERIOR NETWORK (DEEPEN) FOR INVERSE PROBLEMS.40880726 · Chand, Jyothi Rikhab, Jacob, Mathews2025 · 1 citationProceedings. IEEE International Symposium on Biomedical Imaging. 2024;2024
Deep Learning for Accelerated and Robust MRI Reconstruction: a Review2404.15692v1 · Reinhard Heckel, Mathews Jacob, Akshay Chaudhari et al.2024 · 6 citationsarXiv
Prospectively accelerated dynamic speech magnetic resonance imaging at 3 T using a self-navigated spiral-based manifold regularized scheme.38440911 · Rusho, Rushdi Zahid, Ahmed, Abdul Haseeb, Kruger, Stanley et al.2024 · 0 citationsNMR in biomedicine. 2024;37(8):e5135
Multi-Scale Energy (MuSE) framework for inverse problems in imaging.40336513 · Chand, Jyothi Rikhab, Jacob, Mathews2025 · 8 citationsIEEE transactions on computational imaging. 2024;10:1250-1265
Surf-CDM: Score-Based Surface Cold-Diffusion Model For Medical Image Segmentation2312.12649v1 · Fahim Ahmed Zaman, Mathews Jacob, Amanda Chang et al.2023 · 1 citationarXiv
Local monotone operator learning using non-monotone operators: MnM-MOL2312.00386v1 · Maneesh John, Jyothi Rikhab Chand, Mathews Jacob2023 · 3 citationsarXiv
Motion Compensated Unsupervised Deep Learning for 5D MRI.38737212 · Kettelkamp, Joseph, Romanin, Ludovica, Piccini, Davide et al.2024 · 3 citationsMedical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. 2023;14229:419-427
Optimizing Deep Learning for Cardiac MRI Segmentation: The Impact of Automated Slice Range Classification.37541826 · Priya, Sarv, Dhruba, Durjoy D, Perry, Sarah S et al.2024 · 13 citationsAcademic radiology. 2024;31(2):503-513
ComBat Harmonization of Myocardial Radiomic Features Sensitive to Cardiac MRI Acquisition Parameters.37693205 · Priya, Sarv, Dhruba, Durjoy D, Sorensen, Eldon et al.2023 · 15 citationsRadiology. Cardiothoracic imaging. 2023;5(4):e220312
Adapting model-based deep learning to multiple acquisition conditions: Ada-MoDL.37332189 · Pramanik, Aniket, Bhave, Sampada, Sajib, Saurav et al.2023 · 4 citationsMagnetic resonance in medicine. 2023;90(5):2033-2051
Multi-Scale Energy (MuSE) plug and play framework for inverse problems2305.04775v2 · Jyothi Rikhab Chand, Mathews Jacob2023 · 3 citationsarXiv
ACCELERATED PARALLEL MRI USING MEMORY EFFICIENT AND ROBUST MONOTONE OPERATOR LEARNING (MOL).38738185 · Pramanik, Aniket, Jacob, Mathews2024 · 3 citationsProceedings. IEEE International Symposium on Biomedical Imaging. 2023;2023
DEEP FACTOR MODEL: A NOVEL APPROACH FOR MOTION COMPENSATED MULTI-DIMENSIONAL MRI.38738186 · Chen, Yan, Holmes, James H, Corum, Curtis et al.2024 · 4 citationsProceedings. IEEE International Symposium on Biomedical Imaging. 2023;2023
Joint Cardiac T1 Mapping and Cardiac Cine Using Manifold Modeling.36978736 · Zou, Qing, Priya, Sarv, Nagpal, Prashant et al.2026 · 7 citationsBioengineering (Basel, Switzerland). 2023;10(3)
Plug-and-Play Deep Energy Model for Inverse problems2302.11570v1 · Jyothi Rikabh Chand, Mathews Jacob2023 · 0 citationsarXiv
Variational Manifold Learning From Incomplete Data: Application to Multislice Dynamic MRI.35816534 · Zou, Qing, Ahmed, Abdul Haseeb, Nagpal, Prashant et al.2022 · 13 citationsIEEE transactions on medical imaging. 2022;41(12):3552-3561
Prospectively accelerated dynamic speech MRI at 3 Tesla using a self-navigated spiral based manifold regularized scheme2209.02768v2 · Rushdi Zahid Rusho, Abdul Haseeb Ahmed, Stanley Kruger et al.2022 · 0 citationsarXiv
Dynamic imaging using motion-compensated smoothness regularization on manifolds (MoCo-SToRM).35714617 · Zou, Qing, Torres, Luis A, Fain, Sean B et al.2022 · 17 citationsPhysics in medicine and biology. 2022;67(14)
Joint cardiac mapping and cardiac function estimation using a deep manifold framework2205.07994v1 · Qing Zou, Mathews Jacob2022 · 0 citationsarXiv
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.34825729 · Mani, Merry, Yang, Baolian, Bathla, Girish et al.2022 · 13 citationsMagnetic resonance in medicine. 2022;87(4):1799-1815
Improved Model based Deep Learning using Monotone Operator Learning (MOL)2111.11380v1 · Aniket Pramanik, Mathews Jacob2021 · 4 citationsarXiv
Joint alignment and reconstruction of multislice dynamic MRI using variational manifold learning2111.10889v1 · Qing Zou, Abdul Haseeb Ahmed, Prashant Nagpal et al.2021 · 0 citationsarXiv
Deep Image Prior using Stein's Unbiased Risk Estimator: SURE-DIP2111.10892v1 · Maneesh John, Hemant Kumar Aggarwal, Qing Zou et al.2021 · 2 citationsarXiv
Dynamic Imaging Using a Deep Generative SToRM (Gen-SToRM) Model.33720831 · Zou, Qing, Ahmed, Abdul Haseeb, Nagpal, Prashant et al.2021 · 43 citationsIEEE transactions on medical imaging. 2021;40(11):3102-3112
Dynamic Imaging using Deep Bi-linear Unsupervised Regularization (DEBLUR)2106.15785v1 · Abdul Haseeb Ahmed, Prashant Nagpal, Mathews Jacob2021 · 1 citationarXiv
ENSURE: ENSEMBLE STEIN'S UNBIASED RISK ESTIMATOR FOR UNSUPERVISED LEARNING.34335103 · Aggarwal, Hemant Kumar, Pramanik, Aniket, Jacob, Mathews2024 · 14 citationsProceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing. ICASSP (Conference). 2021;2021
Joint Calibrationless Reconstruction and Segmentation of Parallel MRI2105.09220v1 · Aniket Pramanik, Xiaodong Wu, Mathews Jacob2021 · 7 citationsarXiv
Radiomics Detection of Pulmonary Hypertension via Texture-Based Assessments of Cardiac MRI: A Machine-Learning Model Comparison-Cardiac MRI Radiomics in Pulmonary Hypertension.33925262 · Priya, Sarv, Aggarwal, Tanya, Ward, Caitlin et al.2022 · 12 citationsJournal of clinical medicine. 2021;10(9)
RECONSTRUCTION AND SEGMENTATION OF PARALLEL MR DATA USING IMAGE DOMAIN DEEP-SLR.34354795 · Pramanik, Aniket, Jacob, Mathews2024 · 6 citationsProceedings. IEEE International Symposium on Biomedical Imaging. 2021;2021
DYNAMIC IMAGING USING DEEP BILINEAR UNSUPERVISED LEARNING (DEBLUR).34691363 · Ahmed, Abdul Haseeb, Nagpal, Prashant, Kruger, Stanley et al.2022 · 3 citationsProceedings. IEEE International Symposium on Biomedical Imaging. 2021;2021:1099-1102
DEEP GENERATIVE STORM MODEL FOR DYNAMIC IMAGING.34336134 · Zou, Qing, Ahmed, Abdul Haseeb, Nagpal, Prashant et al.2024 · 10 citationsProceedings. IEEE International Symposium on Biomedical Imaging. 2021;2021
qModeL: A plug-and-play model-based reconstruction for highly accelerated multi-shot diffusion MRI using learned priors.33759240 · Mani, Merry, Magnotta, Vincent A, Jacob, Mathews2021 · 37 citationsMagnetic resonance in medicine. 2021;86(2):835-851
Model Adaptation for Image Reconstruction using Generalized Stein's Unbiased Risk Estimator2102.00047v1 · Hemant Kumar Aggarwal, Mathews Jacob2021 · 3 citationsarXiv
Recovery of surfaces and functions in high dimensions: sampling theory and links to neural networks.34336085 · Zou, Qing, Jacob, Mathews2024 · 3 citationsSIAM journal on imaging sciences. 2021;14(2):580-619
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