What tools are used when images are displayed in a scatter plot?

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I have seen a lot of scatter plots where the data inside the scatter plot has come from images.

But an image is like a matrix. It has a height and a width. And a scatter plot only write out the data as dots.

Question:

Assume that I want to print a lot of images inside a scatter plot. What tools should I use then (except the plotting tool e.g MATLAB)?

Should I use mean, average? Should I use standrard deviation?

Image that we have three pictures classes in this plot. How could they describe ONE picture as just ONE dot? How is that possible?

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