Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
561-04-015 ISMRM Abstract

Deep Learning Based Reconstruction Method for T2 Mapping via Multiple Overlapping-Echo Detachment Acquisition

Primary: Acquisition & Reconstruction - Image Reconstruction: AI
Secondary: Acquisition & Reconstruction - AI methods
561-04-015 · Deep Learning Meets k-Space: New Frontiers in Reconstruction · Wednesday, 13 May, 2:35 PM–3:30 PM · Digital Posters Row B
Accepted
Che Wang1, Linyu Fan1, Yingying Wang2, Chenyang Dai1, Qizhi Yang1, Jianfeng Bao3, Liangjie Lin4, Zhong Chen 1, Congbo Cai1, Shuhui Cai1
1Department of Electronic Science, Fujian Provincial Key Laboratory of Plasma and Magnetic Resonance, Xiamen University, Xiamen, China
2Institute of Artificial Intelligence, Xiamen University, Xiamen, China
3Department of Magnetic Resonance Imaging, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
4Clinical and Technical Support, Philips Healthcare (Beijing), Beijing, China
Presenting Author: Zhong Chen

Synopsis

Motivation:
Goals:
Approach:
Results:
Full abstract & presentation

The full text, figures, and any recorded presentation for this abstract are not shown here. Log in if you are a member or registered attendee with access.

Full abstracts, figures, and presentations for Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition are available to registered attendees. This content becomes freely available to the public roughly two years after the meeting.

To request or purchase access, contact the ISMRM Central Office at info@ismrm.org.

Log in

References

1. T. N. Townsend et al., "Quantitative analysis of temporal lobe white matter T2 relaxation time in temporal lobe epilepsy," NeuroImage, vol. 23, no. 1, pp. 318-324, 2004, doi: 10.1016/j.neuroimage.2004.06.009. [doi]
2. M.-L. Chu et al., "A single-shot T2 mapping protocol based on echo-split gradient-spin-echo acquisition and parametric multiplexed sensitivity encoding based on projection onto convex sets reconstruction," Magnetic Resonance in Medicine, vol. 79, no. 1, pp. 383-393, 2018, doi: 10.1002/mrm.26696. [doi]
3. J. Zhang et al., "Robust single-shot T2 mapping via multiple overlapping-echo acquisition and deep neural network," IEEE Transactions on Medical Imaging, vol. 38, no. 8, pp. 1801-1811, 2019, doi: 10.1109/TMI.2019.2896085. [doi]
4. B. Y. Ouyang et al., "Single-shot T2 mapping via multi-echo-train multiple overlapping-echo detachment planar imaging and multitask deep learning," Medical Physics, vol. 49, no. 11, pp. 7095-7107, 2022, doi: 10.1002/mp.15820. [doi]
5. Y. Song et al., "Score-based generative modeling through stochastic differential equations," presented at the International Conference on Learning Representations, Online conference, May 4-8, 2021.

Cite this abstract

http://echo.ismrm.org/p/ISMRM2026/561-04-015