Mixup data augmentation

First results!
1 - The ‘improved internal’ consistently outperforms the original version.

2 - In general it now outperforms ‘regular or input’ mixup (vs before it did not).

3 - The output mixup still performs best so far (Woof, Nette, private med database).

4 - Works great on EfficientNet :slight_smile:

Big thank you for your work @nestorDemeure!

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