Browsing by Subject "Translation invariance"

Now showing items 1-2 of 2

    • Parametric studies of translation invariance and distortion robustness in Convolutional Neural Networks 

      Myburgh, Johannes Christiaan (North-West University (South Africa), 2021)
      Although Convolutional Neural Networks (CNNs) are widely used, their translation in-variance (ability to deal with translated inputs) is still subject to some controversy. We explore this question using translation-sensitivity ...

    • Stride and translation invariance in CNNs 

      Mouton, Coenraad; Myburgh, Johannes C.; Davel, Marelie H. (Southern African Conference for Artificial Intelligence Research, 2020)
      Convolutional Neural Networks have become the standard for image classification tasks, however, these architectures are not invariant to translations of the input image. This lack of invariance is attributed to the use of ...