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The clusters of images displayed in the tutorial all show the same object classes, such as balloons, birds, and sharks without labels from the ImageNet dataset. The method used in the paper "Learning to Classify Images Without Labels" by Wasser et al. achieves this by implementing a three-step procedure that leverages self-supervised learning to obtain high-quality image representations.