I tried Cifar100 instead of ImageNet! the result was:

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Almost 100% accuracy on Training set, this seems still Overfitting.
Better Validation accuracy than ImageNet, but Top-1: ~55%, Top-5: ~80% from my result is still not good than result from other results(Top-1: ~78%, Top-5: ~95%)