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How exactly to gauge the similarity between two pictures?

How exactly to gauge the similarity between two pictures? We have two group pictures for pet and dog. And every combined team have 2000 pictures for cat and dog correspondingly. My objective is you will need to cluster the pictures making use of k-means. Assume image1...