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Extract an x,y point to be used in a plot

I have a picture of a piece of paper. I can find some points of interest on the page. I know the size of the page in real life. I know the distance of each point the the centre point (in real world distance)

From these identified points I want to display them on a scatter plot .I will collect these points from a few images. Basically what I need to do is take the points and be able to get an x y value for them that I can use To plot.

I'm struggling for ideas on how to do this? Could some one assist with ideas on how this could be done ?