Shouchang Guo

Research interests: medical and computational imaging, generative models, optimization, machine learning, deep learning, NLP
PhD candidate co-advised by Prof. Douglas C. Noll and Prof. Jeffrey A. Fessler
Department of Electrical Engineering and Computer Science
University of Michigan, Ann Arbor
shoucguo [at] umich.edu

Journal Papers

Manifold Model for High-Resolution fMRI Joint Reconstruction and Dynamic Quantification [ISMRM 2019 slides]
Shouchang Guo, Jeffrey A. Fessler, and Douglas C. Noll
IEEE Transactions on Medical Imaging, DOI: 10.1109/TMI.2024.3381197. Also available: http://arxiv.org/abs/2104.08395.

High-Resolution Oscillating Steady-State fMRI using Patch-Tensor Low-Rank Reconstruction
Shouchang Guo, Jeffrey A. Fessler, and Douglas C. Noll
IEEE Transactions on Medical Imaging, vol. 39, no. 12, pp. 4357-4368, Dec. 2020, DOI: 10.1109/TMI.2020.3017450.

Oscillating Steady-State Imaging (OSSI): A Novel Method for Functional MRI [slides]
Shouchang Guo and Douglas C. Noll
Magnetic Resonance in Medicine, vol. 84, no. 2, p. 698-712, 2020, DOI: 10.1002/mrm.28156. (Editor's Pick)

Conferences

U-Attention to Textures: Hierarchical Hourglass Vision Transformer for Universal Texture Synthesis
Shouchang Guo, Valentin Deschaintre, Douglas Noll, Arthur Roullier
DOI: 10.1145/3565516.3565525. Also available: https://arxiv.org/abs/2202.11703.

Voxel-wise Temporal Attention Network and Simulation-Driven Dynamic MRI Sequence Reconstruction
Shouchang Guo, Jeffrey A. Fessler, and Douglas C. Noll
Oral pitch. In Proceedings of the 30th Annual Meeting of ISMRM, London 2022. p. 4050. [html] [pdf] [video]

Recurrent U-Net Based Temporal Regularization for Dynamic Undersampled Reconstruction in OSSI fMRI
Shouchang Guo and Douglas C. Noll
In Proceedings of the 29th Annual Meeting of ISMRM, Virtual 2021. p. 2698. [html] [pdf] [poster]

OSSI Manifold Model for High-Resolution fMRI Joint Reconstruction and Quantification
Shouchang Guo, Douglas C. Noll, and Jeffrey A. Fessler
Oral pitch, Magna Cum Laude Award. In Proceedings of the 28th Annual Meeting of ISMRM, Virtual 2020. p. 1018. [html] [pdf] [video]

High SNR and High-Resolution fMRI using 3D OSSI and Tensor Model Reconstruction
Shouchang Guo, Jeffrey A. Fessler, and Douglas C. Noll
In Proceedings of the 28th Annual Meeting of ISMRM, Virtual 2020. p. 3862. [html] [pdf] [poster]

Dictionary-Based Oscillating Steady State fMRI Reconstruction
Shouchang Guo, Douglas C. Noll, and Jeffrey A. Fessler
Oral, Summa Cum Laude Award. In Proceedings of the 27th Annual Meeting of ISMRM, Montreal 2019. p. 1253. [html] [pdf] [video]

Comparison of Oscillating Steady State to GRE BOLD for fMRI
Shouchang Guo and Douglas C. Noll
Oral. In Proceedings of the 27th Annual Meeting of ISMRM, Montreal 2019. p. 1170. [html] [pdf] [video]

Patch-Tensor Low-n-Rank Reconstruction for Oscillating Steady State fMRI Acceleration
Shouchang Guo, Jeffrey A. Fessler, and Douglas C. Noll
In Proceedings of the 26th Annual Meeting of ISMRM, Paris 2018. p. 3531. [html] [pdf] [video]

High SNR Functional MRI Using Oscillating Steady State Imaging
Shouchang Guo and Douglas C. Noll
In Proceedings of the 26th Annual Meeting of ISMRM, Paris 2018. p. 5441. [html] [pdf] [video]