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Image Credit: Arxiv

On the Relationship Between Double Descent of CNNs and Shape/Texture Bias Under Learning Process

  • Research attention is focused on the double descent phenomenon, which deviates from traditional bias-variance trade-off theory.
  • This study explores the relationship between shape/texture bias in the learning process of CNNs and epoch-wise double descent.
  • Quantitative evaluations reveal a correlation between test errors and bias values during the learning process.
  • The experimental results contribute to understanding the mechanisms behind the double descent phenomenon and the learning process of CNNs in image recognition.

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