Supervised machine learning for audio emotion recognition: Enhancing film sound design using audio features, regression models and artificial neural networks

S Cunningham, H Ridley, J Weinel… - Personal and Ubiquitous …, 2021 - Springer
Abstract The field of Music Emotion Recognition has become and established research sub-
domain of Music Information Retrieval. Less attention has been directed towards the …

Stacked convolutional and recurrent neural networks for music emotion recognition

M Malik, S Adavanne, K Drossos, T Virtanen… - arXiv preprint arXiv …, 2017 - arxiv.org
This paper studies the emotion recognition from musical tracks in the 2-dimensional valence-
arousal (VA) emotional space. We propose a method based on convolutional (CNN) and …

Emotional aspects and quality of experience for multifactor evaluation of audiovisual content

G Kalliris, M Matsiola, C Dimoulas… - International Journal of …, 2014 - igi-global.com
The present paper investigates multifactor audiovisual-content quality evaluation strategies,
in mediated communication. The primary aims of the work are to identify, describe and …

Investigating the impact of sound angular position on the listener affective state

K Drossos, A Floros… - IEEE Transactions …, 2015 - ieeexplore.ieee.org
Emotion recognition from sound signals represents an emerging field of recent research.
Although many existing works focus on emotion recognition from music, there seems to be a …

A comparative analysis of modeling and predicting perceived and induced emotions in sonification

F Abri, LF Gutiérrez, P Datta, DRW Sears… - Electronics, 2021 - mdpi.com
Sonification is the utilization of sounds to convey information about data or events. There are
two types of emotions associated with sounds:(1)“perceived” emotions, in which listeners …

Audio emotion recognition using machine learning to support sound design

S Cunningham, H Ridley, J Weinel… - Proceedings of the 14th …, 2019 - dl.acm.org
In recent years, the field of Music Emotion Recognition has become established. Less
attention has been directed towards the counterpart domain of Audio Emotion Recognition …

On the Impact of Audio Characteristics to the Quality of Musicians' Experience in Network Music Performance

K Tsioutas, G Xylomenos - Journal of the Audio Engineering Society, 2021 - aes.org
Audio delay is a crucial factor in the Quality of Musicians' Experience (QoME) in Network
Music Performance. Previous studies have explored the tolerance of musicians to delay and …

Emotional prediction and content profile estimation in evaluating audiovisual mediated communication

R Kotsakis, C Dimoulas, G Kalliris… - International Journal of …, 2014 - igi-global.com
The present paper focuses on the extraction and evaluation of salient audiovisual features
for the prediction of the encoding requirements in audiovisual content. Recent research …

Beads: A dataset of binaural emotionally annotated digital sounds

K Drossos, A Floros… - IISA 2014, The 5th …, 2014 - ieeexplore.ieee.org
Emotion recognition from generalized sounds is an interdisciplinary and emerging field of
research. A vital requirement for this kind of investigations is the availability of ground truth …

Emotional descriptors and quality of experience (QoE) metrics in evaluating mediated learning

R Kotsakis, CA Dimoulas, G Kalliris… - IISA 2014, The 5th …, 2014 - ieeexplore.ieee.org
The present paper focuses on the extraction and evaluation of salient audiovisual features
for the prediction of the encoding requirements in multimedia learning content. Decisions …