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The video tutorial showcases clusters of images displaying the same objects such as balloons, birds, and sharks from the ImageNet dataset. These clusters represent object classes without using labels, learning to classify images without them. The paper discussed in the tutorial, "Learning to Classify Images Without Labels," by Water, Guns, Becca, Simon, Van Daan, Hender, Stamatis, Georg, Ulis, Mark, and Luke, follows a three-step procedure involving self-supervised learning to obtain good image representations.