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hey guys youre watching Python tutorial videos on my youtube channel Python for microscopists in my previous tutorial I covered the subpixel registration image registration topic but I thought this deserves another look because there are many ways of actually performing image registration in Python so I plan on actually covering three additional ones in addition to the one I already covered in the last topic so lets jump in and the first two methods Im going to show you are inspired by our friends from the Astronomy community and these are available under image underscore registration package so go ahead and pip image underscore registration Ill show that in a second and within this registration package Im going to use chi squared shift and cross-correlation shift for our image correlation or registration so lets jump into our Spyder IDE and again if you would like to get this package go ahead and do pip image underscore registration okay so then youll have it then youll have