pytorchVITvit_huge_patch14_224_in21k.pth

ViTImageNetCNNCIFAR10

ViT2-D1-Dpatch embeddingsNLPword embedding 2-D x R H W C H W .

Understanding the Context

ViTattentionHWViTBackbone1024 .

ViTSurveyGithub 2020GoogleViTNLPTra

3tokenizers: patch, rand, conv. patchvitpatchrandpatchconv23CIFAR10top-1.

ViT CNNs 2..

Key Insights

ViT ViT Backbone ViTZOMISOTA ViT ->.

ViT: Transformer EncoderImageNet ILSVRC-2012ViT.

ViT TransformerSequenceViT patchesvector.

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