On The Integration Of Self-Attention And Convolution..pdf

2111.14556.pdf
Preview of On the Integration of Self-Attention and Convolution.
🔗 Source: arxiv.org
📊 Size: 1.44 MB
📄 Pages: 16 pages
⬇️ Downloads: 81

Summary

Researchers from Tsinghua University and Huawei Technologies propose a new model, ACmix, that integrates self-attention and convolution techniques for representation learning, showing a strong underlying relation between the two. They demonstrate that both techniques rely heavily on 1×1 convolution operations and develop a mixed model that combines the benefits of both with minimal computational overhead. The model achieves consistently improved results over competitive baselines on image recognition and downstream tasks.

Description

Researchers from Tsinghua University and Huawei Technologies propose a new model, ACmix, that integrates self-attention and convolution techniques for...

Technical Information

  • File Format: PDF
  • File Size: 1.44 MB
  • Pages: 16
  • Language: EN
  • Total Downloads: 81
  • Last Updated: 3 weeks ago

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