Arthroscopy-Validated Diagnostic Performance of a Deep Learning Reconstruction Pipeline for Rapid 7-Minute Five-Sequence 3-T Knee MRI.

Deep learning reconstruction (deep learning reconstruction) methods can enhance image quality and reduce scan time of knee MRI compared with conventional approaches but require validation against independent reference standards to ensure robustness and accuracy.

MRI studies were independently reviewed by seven musculoskeletal radiologists for image quality parameters using Likert scales (range: 1 = very bad to 5 = very good) and the presence of meniscus tears, cruciate and collateral ligament tears, and articular cartilage defects.