Ultrafast cervcial spine MRI protocol using deep learning-based reconstruction: diagnostic equivalence to a conventional protocol

N Kashiwagi, M Sakai, A Tsukabe, Y Yamashita… - European Journal of …, 2022 - Elsevier
magnetic resonance imaging (MRI) is its limited imaging speed. This study proposed an ultrafast
cervical spine MRI protocol (2 min 57 s) using deep learning… conventional MRI protocols

Rapid lumbar MRI protocol using 3D imaging and deep learning reconstruction

JL Chazen, ET Tan, J Fiore, JT Nguyen, S Sun… - Skeletal Radiology, 2023 - Springer
… This work evaluates the time savings afforded by a novel, rapid lumbar spine MRI
protocol as well as image quality and diagnostic differences stemming from the use of an AI-enhanced …

Fast high-quality MRI protocol of the lumbar spine with deep learning-based algorithm: an image quality and scanning time comparison with standard protocol

M Zerunian, F Pucciarelli, D Caruso, D De Santis… - Skeletal Radiology, 2024 - Springer
… algorithm on whole routinely MRI lumbar spine protocol acquisition has not been investigated
yet. … standard protocol and new deep learning reconstruction protocol in lumbar spine MRI. …

Ultrafast lumbar spine MRI protocol using deep learning–based reconstruction: Diagnostic equivalence to a conventional protocol

M Fujiwara, N Kashiwagi, C Matsuo, H Watanabe… - Skeletal Radiology, 2023 - Springer
MRI protocols with a total acquisition time of 1–3 min have been proposed. These brain MRI
protocols were … Consequently, we hypothesized that an ultrafast spine MRI protocol might be …

Diagnostic evaluation of deep learning accelerated lumbar spine MRI

KM Awan, ALM Goncalves Filho… - The Neuroradiology …, 2024 - journals.sagepub.com
spine MRI protocol in comparison to a conventional protocol. … spine MRI protocols to provide
insights into the potential benefits and limitations of DL accelerated lumbar spine MRI, and …

Feasibility of deep learning algorithms for reporting in routine spine magnetic resonance imaging

KU LewandrowskI, N Muraleedharan… - … journal of spine …, 2020 - ijssurgery.com
… health care service purchasing strategies in general and for the endoscopic spinal
procedure in particular. Using AI in closing the well-recognized diagnostic cap in routine lumbar …

Deep learning reconstruction for accelerated spine MRI: prospective analysis of interchangeability

H Almansour, J Herrmann, S Gassenmaier, S Afat… - Radiology, 2022 - pubs.rsna.org
… data were prospectively undersampled using threefold acceleration for T1-weighted and
fourfold acceleration for T2-weighted sequences, as opposed to our fully sampled protocol, …

Deep learning–based reconstruction for acceleration of lumbar spine MRI: a prospective comparison with standard MRI

H Yoo, RE Yoo, SH Choi, I Hwang, JY Lee, JY Seo… - European …, 2023 - Springer
… In this study, we propose an accelerated lumbar spine MRI protocol utilizing a DL-based
reconstruction algorithm for highly accelerated spin-echo data acquisition. We aimed to …

Evaluation of deep learning reconstructed high-resolution 3D lumbar spine MRI

S Sun, ET Tan, DN Mintz, M Sahr, Y Endo, J Nguyen… - European …, 2022 - Springer
… An L-spine MRI protocol was developed to include 3D and 2D T2-weighted FSE
sequences optimized for spatial resolution, contrast, and scan time (Table 1). The new …

Deep learning image processing enables 40% faster spinal MR scans which match or exceed quality of standard of care: a prospective multicenter multireader study

S Bash, B Johnson, W Gibbs, T Zhang… - Clinical …, 2022 - Springer
… (SOC) and accelerated (FAST) spine MRI. DL was used to … by modifying conventional
imaging protocol parameters to … 40% scan time reduced spine MR images processed with a …