From Redaction to Restoration: Deep Learning for Medical Image Deidentification and Reconstruction.
Removing patient-identifying information from medical images is a prerequisite for sharing image data directly, as in public dataset release and open benchmarks, where the images themselves, rather than only model updates must leave the originating institution. However, many methods currently used for de-identification...