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Labels used to categorize images with deep learning techniques are typically referred to as "classes" or "categories." These are predetermined classifications that the algorithm has been trained to recognize and assign to an image input. For example, in an image classification task for recognizing animals, the classes might include "dog," "cat," "bird," and "fish."