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Weekly supervised learning and computer vision tutorial led by Rodrigo Benonson, Seong Jun Oh, and Hack Hambulum highlights recent advancements in computer vision tasks, with a focus on image classification. Methods in the ImageNet ILSVRC challenge have surpassed human performance, attributed to deep learning and large-scale labeled datasets like ImageNet. Detailed annotations and datasets like ImageNet, ImageNet-1k, and Open Images collaborate to drive progress in computer vision research.