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Object Detection

Classification answers "what is in this image?" Detection answers a harder question: what is in this image, where exactly is it, and how many are there? That extra "where" and "how many" is precisely what a plain classifier cannot provide, and the entire design space of detection architectures is really about different ways to propose candidate locations.