Diogo Carbonera Luvizon

Improving Deep Learning Sound Events Classifiers Using Gram Matrix Feature-Wise Correlations

In this paper, we propose a new Sound Event Classification (SEC) method which is inspired in recent works for out-of-distribution detection. In our method, we analyse all the activations of a generic CNN in order to produce feature representations using Gram Matrices. The similarity metrics are eval…