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Can I read Enhancing Winograd Convolution Stability on EtoBox?

Enhancing Winograd Convolution Stability by adriantam is a document available to read on EtoBox.

What is Enhancing Winograd Convolution Stability about?

The document discusses methods to improve the numerical stability of Winograd convolutions in deep convolutional neural networks, particularly focusing on a new tile size F (9 × 9, 5 × 5). It presents two approaches to mitigate numerical instability and demonstrates successful training of modern networks like Alexnet and Inception v3 using this tile size. The results indicate significant performance improvements and reduced error rates compared to previous methods.

Author
adriantam
Language
EN