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I am wondering how much I should extend my training set with data augmentation. Is there somewhere a pre-defined number I can go with?

Suppose I have 10000 images, can I go as far as 10x or 20x times, to get 100000 and 200000, respectively, images? I am wondering how will this impact model training. I am using a mask R-CNN.

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