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The video tutorial showcases clusters of images depicting similar objects such as balloons, birds, and sharks from the ImageNet dataset. These clusters represent object classes without the use of labels. The paper discussed in the tutorial, "Learning to Classify Images Without Labels" by Water from Guns Becca Simon Van Daan hender stung stamatis Georg Ulis mark pro Simmons and Luke fungal, outlines a three-step procedure involving self-supervised learning to obtain good image representations without the need for labels.