I want to compare images that I reconstructed using gridding algorithm. How do I do that with MATLAB?

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I am currently working on a project related to motion artifacts in MR images. I have some MR images and i'm extracting data from those images using different trajectories (e.g. Spiral, Radial etc) and reconstructing them using gridding algorithm. Now I need to analyze the quality of the reconstruction by comparing the reconstructed and the original image. What might be some good ways to comapre images under such scenario?

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