43 citations · 50 across the 4 of their papers we have counts for
4 papers
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…
Multimodal Fusion with Deep Neural Networks for Audio-Video Emotion Recognition
Juan D. S. Ortega, Mohammed Senoussaoui, Eric Granger +3
This paper presents a novel deep neural network (DNN) for multimodal fusion of audio, video and text modalities for emotion recognition. The proposed DNN architecture has independe…
Speaker Sincerity Detection based on Covariance Feature Vectors and Ensemble Methods
Mohammed Senoussaoui, Patrick Cardinal, Najim Dehak +1
Automatic measuring of speaker sincerity degree is a novel research problem in computational paralinguistics. This paper proposes covariance-based feature vectors to model speech a…
SRMR variants for improved blind room acoustics characterization
M. Senoussaoui, J. F. Santos, T. H. Falk
Reverberation, especially in large rooms, severely degrades speech recognition performance and speech intelligibility. Since direct measurement of room characteristics is usually n…