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How to remove false matches in brute force matcher?

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My requirement is to compare an image against a set of images in the database and find the best possible match. I have tried using brute force matcher algorithm, but I am getting lot of false matches. Is there a way we can differentiate between true matches and false matches and also calculate the similarity percentage of the images? I am using python.

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