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Vision transformer morphed to CNN works better

Vision transformer morphed to CNN works better


Visformer: The Vision-friendly Transformer



... rapid development ... Transformer module to vision ...

... there are still growing number of evidences showing that these models suffer over-fitting especially when the training data is limited.

... gradually transit a Transformer-based model to a convolution-based model.

... With the same computational complexity, Visformer outperforms both the Transformer-based and convolution-based models in terms of ImageNet classification accuracy, and the advantage becomes more significant when the model complexity is lower or the training set is smaller. ...


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