Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
561-06-006 ISMRM Abstract

Combination of deep learning auto-navigation and reconstruction for accelerated free-breathing ZTE lung MRI

Primary: Body - Lung
Secondary: Acquisition & Reconstruction - Motion Correction: Non-Neuro
561-06-006 · New and Novel Acquisition and Reconstruction · Wednesday, 13 May, 4:55 PM–5:50 PM · Digital Posters Row B
Keywords: Zero TE Lung MRI Fast lung imaging Free breathing lung imaging
Accepted
Enlin Qian1, Melanie Schellenberg1, Victor Murray 1, Anthony Mekhanik1, Oguz Akin2, José de Arcos3, Florian Wiesinger4,5, Ricardo Otazo1,2
1Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, United States of America
2Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, United States of America
3GE HealthCare (Madrid, Spain), Madrid, Spain
4GE Healthcare, Munich, Germany
5Centre for Neuroimaging Sciences, King's College London, London, United Kingdom
Presenting Author: Victor Murray

Synopsis

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References

1. Biederer, Jürgen, S. Mirsadraee, M. Beer, F. Molinari, C. Hintze, G. Bauman, M. Both, E. J. R. Van Beek, J. Wild, and M. Puderbach. 2012. “MRI of the Lung (3/3)-Current Applications and Future Perspectives.” Insights into Imaging 3 (4): 373–86.
2. Feng, Li, Leon Axel, Hersh Chandarana, Kai Tobias Block, Daniel K. Sodickson, and Ricardo Otazo. 2016. “XD-GRASP: Golden-Angle Radial MRI with Reconstruction of Extra Motion-State Dimensions Using Compressed Sensing.” Magnetic Resonance in Medicine 75 (2): 775–88.
3. Ljungberg, Emil, Tobias C. Wood, Ana Beatriz Solana, Steven C. R. Williams, Gareth J. Barker, and Florian Wiesinger. 2022. “Motion Corrected Silent ZTE Neuroimaging.” Magnetic Resonance in Medicine 88 (1): 195–210.
4. Qian, Enlin, Victor Murray, Anthony Mekhanik, Jose Arcos, Florian Wiesinger, and Ricardo Otazo. 2025. “Motion-Aware Deep Learning Reconstruction for Accelerated Free-Breathing ZTE Lung MRI.” In ISMRM Annual Meeting. Hawaii: ISMRM. https://doi.org/10.58530/2025/4595. [doi]
5. Nario, JJ, Victor Murray, Anthony Mekhanik, and Ricardo Otazo. 2024. “RANGR: Deep Learning Autonavigation of Free-Breathing Golden-Angle Radial Abdominal MRI.” In ISMRM Annual Meeting. Singapore: ISMRM.
6. Murray, Victor, Syed Siddiq, Christopher Crane, Maria El Homsi, Tae-Hyung Kim, Can Wu, and Ricardo Otazo. 2024. “Movienet: Deep Space-Time-Coil Reconstruction Network without k-Space Data Consistency for Fast Motion-Resolved 4D MRI.” Magnetic Resonance in Medicine 91 (2): 600–614.
7. Arcos, Jose de, Ana Beatriz Solana, Jonathan Weir-McCall, Emil Ljungberg, Joshua Kaggie, and Florian Wiesinger. 2024. “Self-Navigated Free-Breathing ZTE Lung Imaging.” In ISMRM Annual Meeting. Concord, CA: ISMRM.
8. Venkatanath N, Praneeth D, Maruthi Chandrasekhar Bh, Sumohana S. Channappayya, and Swarup S. Medasani. 2015. “Blind Image Quality Evaluation Using Perception Based Features.” In 2015 Twenty First National Conference on Communications (NCC). IEEE. https://doi.org/10.1109/ncc.2015.7084843. [doi]

Cite this abstract

http://echo.ismrm.org/p/ISMRM2026/561-06-006