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The clusters of images shown in the video tutorial are all related to similar objects such as balloons, birds, sharks, and fish from the ImageNet dataset. These clusters represent object classes without using labels from the dataset. The paper discussed in the video, "Learning to Classify Images without Labels," follows a three-step procedure that includes self-supervised learning to obtain quality representations.