Deep Learning Superresolution for Simultaneous Multislice Parallel Imaging–Accelerated Knee MRI Using Arthroscopy Validation
Sven S. Walter, Jan Vosshenrich, Tatiane Cantarelli Rodrigues, Danoob Dalili, Benjamin Fritz, Richard Kijowski, Eun Hae Park, Aline Serfaty, Steven Stern, Inge M. Brinkmann, Gregor Koerzdoerfer, Jan Fritz
Abstract
Deep learning superresolution simultaneous multislice parallel imaging–accelerated knee MRI provided excellent image quality and improved diagnostic performance for articular cartilage defects while maintaining performance for meniscus and ligament tears.
Topics & Concepts
MedicineArthroscopyMultisliceMeniscusImage qualityMagnetic resonance imagingRadiologyArticular cartilageLigamentBiomedical engineeringNuclear medicineOsteoarthritisArtificial intelligenceOpticsPathologyImage (mathematics)Computer sciencePhysicsAlternative medicineIncidence (geometry)Advanced MRI Techniques and ApplicationsPhotoacoustic and Ultrasonic ImagingUltrasound Imaging and Elastography