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The video tutorial discusses clusters of images showing the same objects like balloons, birds, and sharks from the ImageNet dataset. These clusters represent object classes obtained without using labels. The paper being reviewed is about learning to classify images without labels by Water, Guns, Becca, Simon Van Daan, Hender Stung, Stamatis, Georg Ulis, Mark Pro Simmons, and Luke Fungal. The three-step procedure involves self-supervised learning to get good representations.