Analysis and Evaluation of a Deep Learning Reconstruction Approach with Denoising for Orthopedic MRI

Abstract

The vendor-provided DL MRI reconstruction showed higher edge sharpness, rSNR, and rCNR in comparison with conventional methods; however, optimal levels of denoising may need to be further assessed.<b>Keywords:</b> MRI Reconstruction Method, Deep Learning, Image Analysis, Signal-to-Noise Ratio, MR-Imaging, Neural Networks, Hip, Shoulder, Physics, Observer Performance, Technology Assessment <i>Supplemental material is available for this article.</i> © RSNA, 2021.