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Improve vision transformer by using anti-aliasing

Improve vision transformer by using anti-aliasing


Blending Anti-Aliasing into Vision Transformer

arXiv paper abstract https://arxiv.org/abs/2110.15156#



The transformer architectures, based on self-attention mechanism and convolution-free design, recently found superior performance and booming applications in computer vision.


However, the discontinuous patch-wise tokenization process implicitly introduces jagged artifacts into attention maps


... analyze the uncharted problem of aliasing in vision transformer and explore to incorporate anti-aliasing properties.


... propose a plug-and-play Aliasing-Reduction Module(ARM) to alleviate the aforementioned issue.


We investigate the effectiveness and generalization of the proposed method across multiple tasks and various vision transformer families.


This lightweight design consistently attains a clear boost over several famous structures. ... improves data efficiency and robustness of vision transformers.



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