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I think the model is slightly overfitting, train--1e-4 and val--4e-4. regularzation does not make improvement.
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the results are poor when come to images cropped by myself(out of test set)
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some hyperparameters are hard to choose~~~ may be this is another reason of the poor result~~~
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random translation, zoom, rotation, noise, blur, flip, constrast jitter used
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small jitter is good. check out face images after augmentation