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"one-shot learning aims to learn information about object categories from one, or only a few, training images": https://en.wikipedia.org/wiki/One-shot_learning


There's also the more challenging problem of zero-shot learning, e.g.:

http://jmlr.org/proceedings/papers/v37/romera-paredes15.pdf

"Zero-shot learning consists in learning how to recognise new concepts by just having a description of them."




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