How deep convolutional neural networks lose spatial information with training

Umberto M. Tomasini, Leonardo Petrini, Francesco Cagnetta +1

A central question of machine learning is how deep nets manage to learn tasks in high dimensions. An appealing hypothesis is that they achieve this feat by building a representatio…