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Why do we Need Statistical Model in the first place?

Why do we Need Statistical Model in the first place?. Any image processing algorithm has to work on a collection (class) of images instead of a single one Mathematical model gives us the abstraction of common properties of the images within the same class

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Why do we Need Statistical Model in the first place?