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Is there method to enhance the performance of vit?

I want to train vision transformer on Cifare10 , I tried to do fine tuning of hyperparameter to enhance the accuracy but actually I still obtain a bad accuracy , so , please there are not any suggestion to enhance my model thank you in advance I tried to load weight from pretrained vit on Imagenet but it doesn’t work :`