Visualizing deep convolutional neural networks using natural pre-images

Image representations, from SIFT and bag of visual words to convolutional neural networks (CNNs) are a crucial component of almost all computer vision systems. However, our understanding of them remains limited. In this paper we study several landmark representations, both shallow and deep, by a num...

Popoln opis

Bibliografske podrobnosti
Main Authors: Mahendran, A, Vedaldi, A
Format: Journal article
Izdano: Springer Verlag 2016