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The text discusses clusters of images showing the same objects such as balloons, birds, and sharks from the ImageNet data set. These clusters represent object classes without using labels from the ImageNet dataset. The method discussed in the paper "Learning to Classify Images without Labels" by Water et al. involves a three-step procedure using self-supervised learning to obtain good image representations.