DL2: Robustness of Deep Learning Processing on Deep Learning reconstructed Lumbar Spine MRI

Abstract

We demonstrate that fast acquisition images reconstructed robust to segmentation with convolutional neural networks, which are known to generate chaotic errors in response to minimal image perturbations. This finding indicates that low-NEX images with DL-based noise reduction are not only robust to human readers, but machine readers as well.