Deep learning enhanced DWI MUSE at 0.5T

Motivation: Single-shot diffusion weighted imaging at 0.5T has low SNR, increased blurring and is limited by spatial resolution. Goal(s): We want to demonstrate image quality improvement in multi-shot DWI at 0.5T with MUSE DL reconstruction. Approach: Multi-shot DWI is reconstructed using MUSE algorithm followed by ARDL. Results: The qualitative DWI results show improved image quality and less blurring with MUSE ARDL reconstruction. Impact: Using multi-shot DWI and the MUSE ARDL recon increases spatial resolution and image quality at 0.5T and provides reliable imaging for low SNR DWI acquisitions.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2024-11-26
DOI
https://doi.org/10.58530/2024/2681
Citations
1
Primary Topic
Digital Radiography and Breast Imaging
Type
article
Field-Weighted Citation Impact
0.42
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Deep learning enhanced DWI MUSE at 0.5T

Rajagopalan Sundaresan, Nitin B. Jain, Ashok Kumar Reddy, Harsh Agarwal et al.
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Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Digital Radiography and Breast Imaging
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article

Deep learning enhanced DWI MUSE at 0.5T

Rajagopalan Sundaresan, Nitin B. Jain, Ashok Kumar Reddy, Harsh Agarwal, Ramesh Venkatesan, Sajith Rajamani
article en
1 citations

Abstract

Motivation: Single-shot diffusion weighted imaging at 0.5T has low SNR, increased blurring and is limited by spatial resolution. Goal(s): We want to demonstrate image quality improvement in multi-shot DWI at 0.5T with MUSE DL reconstruction. Approach: Multi-shot DWI is reconstructed using MUSE algorithm followed by ARDL. Results: The qualitative DWI results show improved image quality and less blurring with MUSE ARDL reconstruction. Impact: Using multi-shot DWI and the MUSE ARDL recon increases spatial resolution and image quality at 0.5T and provides reliable imaging for low SNR DWI acquisitions.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Industry, innovation and infrastructure
Openalex Percentile: Top 30%
Digital Radiography and Breast Imaging
0.42
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