Publications

Journal Publications

  • Maciel C, Tayaba M, Zou Q, Untrained Network for Super-resolution for Non-contrast-enhanced Wholeheart MRI Acquired using Cardiac-triggered REACT (SRNN-REACT), Current Medical Imaging. 2024 Nov. 8: 1-11. Link
  • Erdem S, Greil GF, Hussain MT, Zou Q. A novel non-contrast agent–enhanced 3D whole-heart magnetic resonance sequence for congenital heart disease patients: the REACT Study. Pediatric Radiology. 2024 Nov 6:1-1. Link
  • Maciel C, Zou Q. Dynamic MRI interpolation in temporal direction using an unsupervised generative model. Computerized Medical Imaging and Graphics. 2024 Oct 1;117:102435. Link
  • Andrews A, Doctor P, Gaur L, Greil FG, Hussain T, Zou Q. Manifold-based denoising for Ferumoxytol-enhanced 3D cardiac cine MRI. Mathematical Biosciences and Engineering: MBE. 2024 Feb 1;21(3):3695-712. Link
  • Zou Q. Motion-resolved 3D Pulmonary MRI Reconstruction using Sinusoidal Representation Networks. Current Medical Imaging. 2024 Jan 1;20:1-7. Link
  • Zou Q, Priya S, Nagpal P, Jacob M. Joint cardiac T1 mapping and cardiac cine using manifold modeling. Bioengineering. 2023 Mar 9;10(3):345. Link
  • Zou Q, Ahmed AH, Dzelebdzic S, Hussain T. Free-breathing and ungated cardiac MRI reconstruction using a deep kernel representation. Applied Sciences. 2023 Feb 10;13(4):2281. Link
  • Zou Q, Miller Z, Dzelebdzic S, Abadeer M, Johnson KM, Hussain T. Time-Resolved 3D cardiopulmonary MRI reconstruction using spatial transformer network. Mathematical Biosciences and Engineering. 2023;20(9):15982-98. Link
  • Zou Q, Ahmed AH, Nagpal P, Priya S, Schulte RF, Jacob M. Variational manifold learning from incomplete data: application to multislice dynamic MRI. IEEE transactions on medical imaging. 2022 Jul 11;41(12):3552-61. Link
  • Zou Q, Torres LA, Fain SB, Higano NS, Bates AJ, Jacob M. Dynamic imaging using motion-compensated smoothness regularization on manifolds (MoCo-SToRM). Physics in medicine & biology. 2022 Jul 4;67(14):144001. Link
  • Ahmed AH, Zou Q, Nagpal P, Jacob M. Dynamic imaging using deep bi-linear unsupervised representation (DEBLUR). IEEE transactions on medical imaging. 2022 Apr 18;41(10):2693-703. Link
  • Zou Q. An image inpainting model based on the mixture of Perona–Malik equation and Cahn–Hilliard equation. Journal of Applied Mathematics and Computing. 2021 Jun;66(1):21-38. Link
  • Zou Q, Ahmed AH, Nagpal P, Kruger S, Jacob M. Dynamic imaging using a deep generative SToRM (Gen-SToRM) model. IEEE transactions on medical imaging. 2021 Mar 15;40(11):3102-12. Link
  • Zou Q, Jacob M. Recovery of surfaces and functions in high dimensions: sampling theory and links to neural networks. SIAM journal on imaging sciences. 2021;14(2):580-619. Link
  • Zou Q. A PDE model for smooth surface reconstruction from 2D parallel slices. IEEE Signal Processing Letters. 2020 Jun 5;27:1015-9. Link
  • Zou Q, Poddar S, Jacob M. Sampling of planar curves: Theory and fast algorithms. IEEE Transactions on Signal Processing. 2019 Nov 20;67(24):6455-67. Link
  • Qi F, Zou Q, Guo BN. The inverse of a triangular matrix and several identities of the Catalan numbers. Applicable Analysis and Discrete Mathematics. 2019 Oct 1;13(2):518-41. Link

Publications before the year of 2019 are om. See my Google Scholar page for publications before 2019.

Conference publications and Abstracts

  • Doctor P, Fares M, Greil G, Hussain T, Zou Q, Utility of 3 Dimensional Ferumoxytol-enhanced Magnetic Resonancy Angiography using non-Cartesian Ultra-short Echo Time in Pediatric and Congenital Heart Diseases: Just in a minute, SCMR 2025.
  • Stebbings S, Erdem S, Greil GF, Hussain MT, Zou Q. Free-running 3D whole-heart angiography and cine in less than 2 minutes: A feasibility study. SCMR 2025.
  • Jack A, Erdem S, Greil GF, Hussain MT, Zou Q. Magnetization-Transfer-Contrast Based Free-Breathing, Non-Contrast-Enhanced Whole-Heart MRI for Better Vascular Visualization. SCMR 2025.
  • Young D, Hussain T, Q. Zou Q. UTE Imaging for Rapid Whole-Body Central Vascular Access Assessment in Children and Young Adults Undergoing Cardiac Surgery, ISMRM 2024.
  • Erdem S, Miah T, Hussain T, Greil G, Zou Q. Comparing 3D Cardiovascular MR Angiography with 3D bSSFP Whole Heart Imaging in Congenital Heart Diseases: A REACT Study. ISMRM 2024.
  • Maciel C, Zou Q, Unsupervised Neural Network for Super-Resolving Non-Contrast-Enhanced Whole-Heart MRI Using REACT, ISMRM 2024.
  • Miah T, Fares M, Greil G, Hussain T, Zou Q. An Innovative Approach to Cardiac MRI Stent Imaging Using UTE. SCMR 2024. Link
  • Miah T, Gunda R, Greil G, Hussain T, Zou Q. Feasibility Study of Using T1-TFE Sequence with Ferumoxytol Contrast for Cardiac Function Assessment. SCMR 2024. Link
  • Dzelebdzic S, Hussain T, Sood A, Zou Q. Lung Water Density Measurements in Biventricular and Single Ventricle Physiology Using a 3D Ultrashort Echo Time Sequence (UTE). SCMR 2024. Link
  • Zou Q, Chabiniok R, Greil G, Hussain T, Right ventricle segmentation using a narrowband level set method in cardiac MRI, SCMR 2023.
  • Zou Q, Dzelebdzic S, Hussain T, Deep kernel method for free-breathing and ungated cardiac MRI reconstruction, ISMRM 2023.
  • Zou Q, Priya S, Nagpal P, Jacob M, Joint cardiac T1 mapping and cardiac cine using a deep manifold framework, ISMRM 2023.
  • Zou Q, Dzelebdzic S, Hussain T, Deep Kernel Method for Dynamic MRI Reconstruction, IEEE International Symposium on Biomedical Imaging (IEEE ISBI) 2023. Link
  • Zou Q, Priya S, Nagpal P, Jacob M, Deep Generative Model for Joint Cardiac T1 Mapping and Cardiac Cine, IEEE International Symposium on Biomedical Imaging (IEEE ISBI) 2023. Link
  • Rusho RZ, Zou Q, Alam W, Erattakulangara S, Jacob M, Lingala SG, Accelerated pseudo-3D dynamic speech imaging using unsupervised deep variational manifold learning, 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2022. Link
  • Zou Q, Ahmed AH, Nagpal P, S. Priya, Schulte RF, Jacob M, Joint alignment and reconstruction of multislice dynamic MRI using variational manifold learning, IEEE International Symposium on Biomedical Imaging (IEEE ISBI) 2022. Link
  • Zou Q, Torres L, Fain S, Jacob M, Dynamic imaging using motion-compensated smoothness regularization on manifolds (MoCo-SToRM), IEEE International Symposium on Biomedical Imaging (IEEE ISBI) 2022. Link
  • Zou Q, Ahmed AH, Nagpal P, S. Priya, Schulte RF, Jacob M, Alignment and joint recovery of multi-slice free-breathing cardiac cine using manifold learning, ISMRM 2022.
  • Zou Q, Torres L, Fain S, Jacob M, High-resolution dynamic 3D UTE Lung MRI using motion-compensated manifold learning, ISMRM 2022.
  • Rusho RZ, Zou Q, Jacob M, Lingala SG, Accelerated time aligned multi-slice speech MRI using a generative manifold model, ISMRM 2022.
  • Zou Q, Ahmed AH, Nagpal P, Kruger S, Jacob M, Deep Generative SToRM model for dynamic imaging, IEEE International Symposium on Biomedical Imaging (IEEE ISBI) 2021. Link
  • Zou Q, Ahmed AH, Nagpal P, Schulte RF, Jacob M, Deep generative manifold model: a novel approach for free-breathing dynamic MRI, ISMRM 2021.
  • Zou Q, Ahmed AH, Nagpal P, Schulte RF, Jacob M, Alignment & joint recovery of multi-slice cine MRI data using deep generative manifold model, ISMRM 2021.
  • Zou Q, Jacob M, Sampling of surfaces and learning functions in high dimensions, The International Conference on Acoustics, Speech, & Signal Processing (IEEE ICASSP) 2020. Link
  • Zou Q, Learning Functions Using Data-Dependent Regularization: Representer Theorem Revisited, International Conference on Computational Science (ICCS) 2020. Link