43 citations · 72 across the 13 of their papers we have counts for
3 papers · 1 filter
Adversarially Training for Audio Classifiers
Raymel Alfonso Sallo, Mohammad Esmaeilpour, Patrick Cardinal
In this paper, we investigate the potential effect of the adversarially training on the robustness of six advanced deep neural networks against a variety of targeted and non-target…
From Sound Representation to Model Robustness
Mohammad Esmaeilpour, Patrick Cardinal, Alessandro Lameiras Koerich
In this paper, we investigate the impact of different standard environmental sound representations (spectrograms) on the recognition performance and adversarial attack robustness o…
Bag-of-Audio-Words based on Autoencoder Codebook for Continuous Emotion Prediction
Mohammed Senoussaoui, Patrick Cardinal, Alessandro Lameiras Koerich
In this paper we present a novel approach for extracting a Bag-of-Words (BoW) representation based on a Neural Network codebook. The conventional BoW model is based on a dictionary…