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I've added back some augmentations, Including the swap (reference, test) which is confirmed that does NOT help on the current architecture, also unfreezing the Resnet branches gave 12%+ accuracy boost on the validation set.
### Labels
* Orange: Baseline with Resnets frozen
* Magenta: Augmentations with Resnet unfrozen
* Green: Swap with Augmentations and Resnet unfrozen
TODO: Still add the flip on: (Reference, Test, and label) with same probability
References
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