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Vision Transformer for Image Classification
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Vision Transformer (ViT) is the new state-of-the-art for image classification. ViT was posted on arXiv in Oct 2020 and officially published in 2021. On all the public datasets, ViT beats the best ResNet by a small margin, provided that ViT has been pretrained on a sufficiently large dataset. The bigger the dataset, the greater the advantage of the ViT over ResNet.
Reference:
- Dosovitskiy et al. An image is worth 16×16 words: transformers for image recognition at scale. In ICLR, 2021.
Reference:
- Dosovitskiy et al. An image is worth 16×16 words: transformers for image recognition at scale. In ICLR, 2021.
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