Mathews Jacob

University of Iowa — United States

Medicine · Health Sciences

35h-index7.1kcitations337works1.92yr avg
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Research Topics

Advanced MRI Techniques and Applications(179), Sparse and Compressive Sensing Techniques(113), Medical Imaging Techniques and Applications(95), Image and Signal Denoising Methods(59), Medical Image Segmentation Techniques(47)

Publications337 total

Latent diffusion for medical image segmentation: End-to-end learning for fast sampling and accuracy
Biomedical Signal Processing and Control·2025
Sensitivity analysis of self-supervised variational manifold learning based accelerated dynamic upper-airway collapse MRI
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Convex implicit multi-scale (i-MuSE) energy framework: bridging compressed sensing and diffusion models
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Fast multi-contrast MRI using joint multiscale energy model
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Accelerating Quantitative MRI using Subspace Multiscale Energy Model (SS-MuSE)
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
5-D free-breathing and ungated cardiac MRI using diffeomorphicmotion-compensated (DMoCo) algorithm
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Accelerating 3D radial MPnRAGE using a self‐supervised deep factor model
Magnetic Resonance in Medicine·2025Open Access
Motion-compensated cardiac MRI using low-rank diffeomorphic flow (DMoCo)
arXiv (Cornell University)·2025Open Access
Association of Contrast Enhanced Dual Energy CT-derived Pulmonary Arterial Tree-to-Lung Ratio (ArtLR) With COPD
American Journal of Respiratory and Critical Care Medicine·2025
Accelerating Quantitative MRI Using Subspace Multiscale Energy Model (SS-MuSE)
2025Open Access
Fast Multi-Contrast MRI Using Joint Multiscale Energy Model
2025Open Access
Three-Dimensional Diffusion-Weighted Multi-Slab MRI with Slice Profile Compensation Using Deep Energy Model
2025Open Access
Deep End-to-End Posterior ENergy (DEEPEN) for image recovery
arXiv (Cornell University)·2025Open Access
Fast and ultra-high shot diffusion MRI image reconstruction with self-adaptive Hankel subspace
Medical Image Analysis·2025· 3 cited
MAP Image Recovery with Guarantees using Locally Convex Multi-Scale Energy (LC-MUSE) Model
2025
Accelerating Quantitative MRI using Subspace Multiscale Energy Model (SS-MuSE)
arXiv (Cornell University)·2025Open Access
MAP Image Recovery with Guarantees using Locally Convex Multi-Scale Energy (LC-MUSE) Model
arXiv (Cornell University)·2025Open Access
Diffeomorphic motion-compensated (DMoCo) cardiac MRI
Journal of Cardiovascular Magnetic Resonance·2025· 1 citedOpen Access
Self-supervised variational manifold learning: application to dynamic MRI of airway collapse in obstructive sleep apnea.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2024
Image recovery using deep end-to-end posterior networks
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2024
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Frequent Co-authors

Michaël Unser(9), Sajan Goud Lingala(8), Merry Mani(7), Vincent A. Magnotta(6), Greg Ongie(6), Yue Hu(5), Edward DiBella(4), Hemant Kumar Aggarwal(4), Michael F. Insana(3), Thierry Blu(3), Sunrita Poddar(2), Sampurna Biswas(2), Jianhui Zhong(2), Yasir Q. Mohsin(2), Abdul Haseeb Ahmed(2), Erik Meijering(1), J.‐C. Floyd Sarria(1), Pascal Steiner(1), Harald Hirling(1), C. Woody(1)