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The clusters of images shown in the tutorial are portraying various objects such as balloons, birds, and sharks. These clusters represent different object classes, like frogs and people catching fish, without the use of labels from the ImageNet dataset. The method discussed in the paper, "Learning to Classify Images without Labels," involves a three-step procedure including self-supervised learning to obtain accurate image representations.