PredRA: Fast Medical Image Translation by Deterministic Component Extraction and Controlled Stochastic Refinement
Strongly paired medical image translation contains a substantial component that can be predicted directly from the source. The current reality is that pure deterministic prediction can smooth away fine detail, while generative models can recover detail but may also introduce unnecessary or potentially harmful variation...