Exploring Diffusion Model for Diverse MRI Modalities: An Experimental Study on Brain, Chromatin, Lung, Kidney, Spine & Heart

Diffusion models have recently shown great success in creating high-quality images. In this study, we test how well these models work on different types of MRI scans, including brain images, chromatin cell structures, lung, spine and heart MRIs. Instead of using a single model for all types, we experiment with each MRI type separately to see how well diffusion models can handle the unique features of each one. Our early results show that diffusion models can learn the important details in each kind of scan, but the quality of the results can vary depending on the image type. This ongoing work helps us understand the strengths and limits of generative models in medical imaging.