​We work together the electron Physical Science Imaging Centre (**ePSIC**) microscope facility at Diamond Light Source. Here we are working on projects to use machine learning to increase the speed and enhance the resolution at which these microscopes can probe the atomic structure of materials.
One of the key areas with electron microscopy is boosting the signal to noise ratio in collected images. Methods that can enhance the collected images will mean that images can be collected faster – allowing the following of events on short time-scales, such as atomic diffusion; and also collected at lower doses of electrons – allowing imaging of systems that would traditionally be damaged by high electron doses.