American Institute of Physics Aug 13 2025 Medical imaging methods such as ultrasound and MRI are often affected by background noise, which can introduce blurring and obscure fine anatomical details in the images. For clinicians who depend on medical images, background noise is a fundamental problem in making accurate diagnoses. Methods for denoising have been developed with some success, but they struggle with the complexity of noise patterns in medical images and require manual tuning of