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The YouTube video discusses clusters of images showing the same objects like balloons, birds, and sharks from the ImageNet dataset. These clusters represent object classes without using any labels from the dataset. The paper being discussed is about learning to classify images without labels by utilizing a three-step procedure which includes self-supervised learning to obtain good representations of images.