2786 ISMRM Abstract

Validation of Deep Learning techniques for quality augmentation in diffusion MRI for clinical studies

2786 · Advanced Imaging in White Matter · Tuesday, 6 June, 9:15 AM–10:15 AM · Exhibition Halls D/E

Keywords: Brain White Matter Migraine

Accepted

Santiago Aja-Fernandez ¹, Carmen Martin-Martin¹, Tomasz Pieciak¹, Alvaro Planchuelo-Gomez^1,2, Abrar Faiyaz³, Nasir Uddin³, Abhishek Tiwari⁴, Saurabh J Shigwan⁴, Tianshu Zheng⁵, Zuozhen Cao⁵, Stefano B Blumberg⁶, Snigdha Sen⁶, Mehmet Yigit Avci⁷, Zihan Li⁷, Xinyi Wang⁸, Zihao Tang⁸, Amelie Raul⁹, Dorit Merhof¹⁰, Renata Manzano Maria¹¹, Vinicius P Campos¹¹, SeyyedKazem HashemizadehKolowri¹², Edward DiBella¹², Chenxu Peng¹³, Zan Chen¹³, Irfan Ullah¹⁴, Merry Mani¹⁴, Samuel Eckstrom¹⁵, Steven H Baete¹⁵, Scifitto Scifitto³, Rajeev Kumar Singh⁴, Dan Wu⁵, Tobias Goodwin-Allcock⁶, Paddy Slator⁶, Berkin Bilgic⁷, Qiyuan Tian⁷, Mariano Cabezas⁸, Tales Santini¹¹, Marcelo A.C. Vieira¹¹, Zhimin Shen¹³, Hesam Abdolmotalleby¹⁴, Patryk Filipiak¹⁵, Antonio Tristan-Vega¹, Rodrigo de Luis-Garcia¹

¹UNIVERSIDAD DE VALLADOLID, Valladolid, Spain

²CUBRIC, Cardiff University, Cardiff, United Kingdom

³University of Rochester, Rochester, United States of America

⁴Shiv Nadar University, Delhi NCR, India

⁵Zhejiang University, Hangzhou, China

⁶Centre for Medical Image Computing, University College London, London, United Kingdom

⁷Athinoula A. Martinos Center for Biomedical Imaging, Cambridge, United States of America

⁸University of Sydney, Camperdown, Australia

⁹RWTH Aachen University, Aachen, Germany

¹⁰University of Regensburg, Regensburg, Germany

¹¹University of São Paulo, Ribeirão Preto, Brazil

¹²University of Utah, Salt Lake City, United States of America

¹³Zhejiang University of Technology, Hangzhou, China

¹⁴University of Iowa, Iowa City, United States of America

¹⁵New York University, New York, United States of America

Presenting Author: Santiago Aja-Fernandez

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References

1. Swin Transformer:Hierarchical Vision Transformer using Shifted Windows, Proceedings of the IEEE/CVF International Conference on Computer Vision.

2. p. 10012-10022. Mani, M, Yang, B, Bathla, G, Magnotta, V, Jacob, M. Multi-band and in plane accelerated diffusion MRI enabled by model based deep learning in q-space and its extension to learning in the spherical harmonic domain. Magn Reson Med. 2022; 87: 1799 1815. Faiyaz, A., Uddin, M. N., & Schifitto, G. Angular upsampling in diffusion MRI using contextual HemiHex sub-sampling in q-space. arXiv, 2022, https://arxiv.org/abs/2211.00240.

Cite this abstract

http://echo.ismrm.org/p/ISMRM2023/2786