Restoration of Lossy JPEG-Compressed Brain MR Images Using Cross-Domain Neural Networks.

Lossy image compression allows for efficient storage and transfer of image data with varying degrees of image degradation. However, lossy compression is not commonly used in medical imaging as the process may irreversibly remove information that defines clinically important image features. The lossy component of JPEG compression is represented as lost precision in the discrete cosine transform (DC...