How to use Chamfer Matching algorithm for finding 'Similar Images'

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I would like to ask for more information on how Chamfer Matching algorithm (an edge matching algorithm) can be used to find 'similar' images. I would like to know if it is possible to place a 'score' for the matched results.

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