Jae Choi

Null-Space Diffusion Restoration With Adaptive Uncertainty-Guided Fusion for Ultrasound Speckle Reduction

An uncertainty-guided null-space diffusion (UGNS) framework is proposed, a novel label-free solution that enforces consistency correction on a stabilized positive-envelope proxy obtained via inverse log compression and achieves competitive generalized contrast-to-noise ratio values across diverse datasets.