Reconstruction of 3D knee MRI using deep learning and compressed sensing: a validation study on healthy volunteers.

• Combination of compressed sensing and DL improved image quality and allows for significant acceleration of 3D knee MRI. • DL-based algorithm achieved better subjective image quality than conventional compressed sensing. • For 3D knee MRI at 3 T, 54% faster image acquisition may be possible.