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Out-of-Distribution


For Language and Vision activities, the term “distribution” has slightly different meanings. Consider a task to classify cat breed photographs; photographs of cats would be in-distribution, while photographs of dogs, humans, balls, and other objects would be out-of-distribution.

The data distribution in real-world activities generally drifts with time, and tracking a developing data distribution is expensive.

Source : deepchecks