OK in that example on the first page of the paper
<https://www.cs.cmu.edu/~rsalakhu/papers/oneshot1.pdf>, I think the answer is
rather mathematical. If you know how to follow lines around an image and adopt
a pretty straightforward idea of "similarity" for lines, you have the answer.
Not sure that kind of approach exists for the cat example.
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