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The video tutorial discusses clusters of images from the ImageNet dataset that show similar objects like balloons, birds, and sharks/fish. These clusters represent object classes without the need for image labels. The paper "Learning to Classify Images Without Labels" by Water et al. outlines a three-step procedure involving self-supervised learning to learn to classify images without using labels.