Osman Semih Kayhan

On Translation Invariance in CNNs: Convolutional Layers Can Exploit Absolute Spatial Location

In this paper we challenge the common assumption that convolutional layers in modern CNNs are translation invariant. We show that CNNs can and will exploit the absolute spatial location by learning filters that respond exclusively to particular absolute locations by exploiting image boundary effects…