27 citations · 34 across the 8 of their papers we have counts for
3 papers · 1 filter
Tracking translation invariance in CNNs
Johannes C. Myburgh, Coenraad Mouton, Marelie H. Davel
Although Convolutional Neural Networks (CNNs) are widely used, their translation invariance (ability to deal with translated inputs) is still subject to some controversy. We explor…
Stride and Translation Invariance in CNNs
Coenraad Mouton, Johannes C. Myburgh, Marelie H. Davel
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…
Pre-interpolation loss behaviour in neural networks
Arthur E. W. Venter, Marthinus W. Theunissen, Marelie H. Davel
When training neural networks as classifiers, it is common to observe an increase in average test loss while still maintaining or improving the overall classification accuracy on t…