N-Shot Learning - What is one-shot category?

One-shot learning is a common challenge in computer vision that pertains to object classification. Aiming to categorize items from one or a small number of samples, one-shot learning differs from typical machine learning-based object classification methods that need training on hundreds or thousands of examples.