problem has been well studied there are many techniques which can try to help you recover that that information which is in the top image you want to effectively denoise or D alias this image here at the bottom and the most commonly used techniques are effectively compressed sensing techniques so these compressed sensing techniques have been around for a while and MRI imaging they've been around for ten years very successfully used but more recently some some machine learning techniques have really significantly outperformed