top of page

News to help your R&D in artificial intelligence, machine learning, robotics, computer vision, smart hardware

As an Amazon Associate I earn

from qualifying purchases

Writer's picturemorrislee

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.



Please like and share this post if you enjoyed it using the buttons at the bottom!


Stay up to date. Subscribe to my posts https://morrislee1234.wixsite.com/website/contact

Web site with my other posts by category https://morrislee1234.wixsite.com/website


289 views0 comments

Comments


ClickBank paid link

bottom of page